I have loved music since the day I was created. I love to be surrounded by glorious sounds and music I can really connect with. I’m by no means a musician or a sound engineer, I’m just a simple lover and enthusiast of listening to (and sometimes singing along with) music.
My family greatly influenced this musical enthusiasm. I grew up in a family full of music listening enthusiasts and “ninja singers” (people who sing when they think no one is around or can hear them!). My Dad influenced me with his eclectic collection of classic rock and famous mainstream songwriters from the 60’s through to the 80’s. From my Dad, I learned very early on to appreciate the crystal-clear sound vinyl records offer as well as quality stereo equipment. My Mum influenced me with her regular listening to radio stations, in particular Gold 104 FM (Melbourne Australia) and random sing-alongs in the car. My brother influenced me with his electrical engineering talents. I distinctly remember as a young kid the day he created his first car-boot boom box. Thundering rumbles of finely tuned bass could be heard from 3 blocks away in tranquil suburbia, and of course it was 90’s techno pop, electronica and occasionally Jamiroquai!
So how did all this intriguing musical enthusiasm influence me?
I was always drawn to classic and hard rock. I’ve always been fascinated with the interaction of sound compositions and poetic lyrical prose. Being an athlete since I was 9, I recognised early on how sounds and lyrics could influence my performances. There’s music to psych you up or calm you down, and rhymes to help you stay in time!
I discovered my fan-girl love for Irish rock group U2 when I was 14. It was their album “All That You Can’t Leave Behind” which got my attention. I then did what any obsessed fan-girl would do. I researched everything humanly possible about their music, and in addition to knowing every lyric to every song U2 ever wrote, I consequently ended up learning a great deal about many musical-related and life-experience topics. Things like the guitars and complex sound effects The Edge uses, Bono’s public speaking, song writing talents and stage presence, Larry’s masterful methods of how to stay out of the public spotlight while protecting his band, and Adam’s talents for creative collaboration and sophisticated, artistic conversation.
As the years moved on, I began to open up and diversify my music collection. I have my husband to thank in part for this, introducing me to heavy metal and modern electronic genres. These days, my music interest is eclectic. In any single day I enjoy listening to anything between Eminem and Enya, Rammstein to Bobby McFerrin, Tibetan Buddhist Monk chanting to Dragonforce Through the Fire and the Flames. Yes, I’m also a huge fan of the Audiosurf game series, and Guitar Hero!
There’s not many days that go by where I’m not listening to music. I spend hours every day working away while listening to music, many hours creating an inadvertent fashion trend with my headphones and many hours with my thoughts randomly jumping in with playful musical commentary.
More recently, this thought pattern commentary has been circulating in my head:
On that last comment, my inner kid sparked up and went “ooh this could be so much fun, we can learn, write, and do an analysis with sound engineering, signal processing, text mining and natural language processing”. I very quickly realised to cover off all of those topics in a single blog wouldn’t be doing any of those single topics any justice. I would need to chunk-down these topics into separate blogs. So for this blog, I’m choosing to do one smaller topic, with great love:
A music lyrical analysis!
Working with the lyrical components for a selected collection of music data. We shall apply text mining and natural language processing techniques to this data to explore the above questions, build insights and find some answers.
The target audience for this analysis is aimed at the general population of music enthusiasts, data scientists, data-folk, and anyone who’s ever wondered what on earth Led Zeppelin’s Kashmir was about.
As we flow through this analysis I’m seeking to weave in my responses to four key technical questions which are relevant for text mining and natural language processing:
This project will be written in R, with the repository link here
Sequencing:
1. Data considerations
2. Manual Data Exploration
3. Sentiment Analysis & Natural Language Processing (NLP)
4. Unsupervised Machine Learning
5. Findings & Learnings
Intellectual property & copyrights
Because we are working with copyrighted material in reference to music lyrics, the copyright belongs to the artists and songwriters who created the songs and the lyrics.
Artist and album selection
After much deliberation and consulting with friends and family, I decided to select 6 artists and an album from each of these artists.
| Artist | Album | Release Year | Genre | Tracks | Review Tags | Other Notes & Rationale for selection |
|---|---|---|---|---|---|---|
| Daft Punk | Discovery | 2001 | Electronic |
|
Electronic, House, Rock, Techno, Funk, Modern Disco | Aerodynamic, Crescendolls, Nightvision, Superheroes, High Life, Voyager, Viridis Quo and Short Circuit are instrumental songs. We will include these for sound analysis in a subsequent exploration of music analysis. Music video movie “Interstella 555: The Story of the Secret Star System”. The film is the visual realization of Discovery. http://www.imdb.com/title/tt0368667/ Bree’s favourite Daft Punk album. |
| U2 | The Joshua Tree | 1987 | Rock |
|
Rock, Gospel, | One of the biggest selling albums of all time. 30th Anniversary of its release in 2017 saw U2 take it on tour. |
| Elton John | Honky Chateau | 1972 | Rock |
|
Rock, Pop, Rock & Roll | Rolling Stone believes this was the album which marked the transformation of Elton John from gentle singer/songwriter to a legitimate rock star. |
| Killswitch Engage | Alive or Just Breathing | 2002 | Metal Core |
|
Hardcore Metal, | Loudwire suggests this is the greatest album KsE produced. |
| Iron Maiden | Powerslave | 1984 | Heavy Metal |
|
Hard Rock, Heavy Metal | LouderSound suggests this is the greatest album Iron Maiden produced. https://www.loudersound.com/features/every-iron-maiden-album-ranked-from-worst-to-best |
| Led Zeppelin | Physical Graffiti | 1975 | Rock |
|
Hard Rock, Heavy Metal | Bree wants to inspect Kashmir further. Bron-Yr-Aur is an instrumental |
Obtaining lyrics
I made a conscious decision to download the lyrics for the selected albums, manually. This was achieved by googling, finding the correct lyric sheets and then copying and pasting into Microsoft Word. I could have just as easily set up an R script to web-scrape, but I wanted to observe and have full control over the state and structure the lyrics were being stored as and apply some very specific formats, for a reason, which I will explain in the next section.
Converting lyric sheets into a useful dataset
For the source dataset we’re creating, we want to maintain the “structural integrity” of the music lyrics as we import them into data frames. This means our dataset looks the same way the lyric sheet looks. We have rows for album title, rows for song titles, rows for each verse and each chorus.
Why?
Music is all about patterns, sequences and time signatures. Lyrics are written differently to many other forms of written communication. Lyrics are also interwoven with sound, else it would be just poetry or a short story. It would be inappropriate at this point to treat the lyrics as one giant “word pool”. We need to maintain hierarchial groupings and identify which lyrics belong with which artist and album. Let’s firstly observe the lyrics in as close to the original structure as they were written.
How do we do this?
Let’s keep the lyric sheets in .docx format for now and check the integrity of the style formats. There’s magic in the little “¶” button on the paragraph menu pane in Microsoft Word.
For each lyric sheet we have, turn on paragraph marks and make the following adjustments:
Each verse and chorus are separated by a paragraph. Individual lines within verses and choruses separated with carriage return (Enter key), with a single space at the end of each line.
Between each style component used, separate these with a single paragraph. Paragraphs will create new rows for our dataset, as will differentiating styles.
Where a song is instrumental, use "[Instrumental]" as a consistent tag across all lyric sheets for ease of flagging these songs for filtering later.
We can use the officer and qdapTools packages to read in the collection of lyric sheet documents:
# Working with word documents (docx):
# Read in each file and use docx_summary() to map the styles used in each document as records in a dataframe.
# Then apply some common hirarchial groupings: Artist, Album, Track Name, and add in verse line counters.
library(officer)
library(qdapTools)
library(zoo)
doc02 <- read_docx(F("Data/Raw/U2 - The Joshua Tree.docx"))
raw.data02 <- docx_summary(doc02) %>%
mutate(CATMusicArtist = "U2",
CATMusicAlbum = "The Joshua Tree",
CATTrackName = ifelse(style_name == "heading 3", text, "None"),
CATTrackName = zoo::na.locf(CATTrackName), #fill down track number
style_name = ifelse(is.na(style_name), "body", style_name)
) %>%
group_by(CATTrackName) %>%
mutate(NUMTrackLyricLineNumber = sequence(n()) - 1) #using minus 1 so we dont include the main heading
Our imported lyric sheet for U2 - The Joshua Tree has now become a nicely structured data frame. Here’s an example of the first four records:
| doc_index | content_type | style_name | text | level | num_id | CATMusicArtist | CATMusicAlbum | CATTrackName | NUMTrackLyricLineNumber |
|---|---|---|---|---|---|---|---|---|---|
| 1 | paragraph | heading 1 | U2 | NA | NA | U2 | The Joshua Tree | None | 0 |
| 2 | paragraph | heading 2 | The Joshua Tree | NA | NA | U2 | The Joshua Tree | None | 1 |
| 3 | paragraph | heading 3 | Where the Streets Have No Name | NA | NA | U2 | The Joshua Tree | Where the Streets Have No Name | 0 |
| 4 | paragraph | body | I want to run - I want to hide I want to tear down the walls that hold me inside I want to reach out and touch the flame Where the streets have no name | NA | NA | U2 | The Joshua Tree | Where the Streets Have No Name | 1 |
We will repeat the above steps for the other Artists and Albums in our selection and append the datasets together.
Next, we will perform some data checks and cleanup using the QDAP package.
# Using the dataset which contains all raw imported lyric sheets from the previous step:
# Tidy up the track name variable for when we need to use this as a merge key
# Identify the songs which are instrumental. We will filter these out for this analysis.
wrk.01_Data_Prep <- wrk.data %>%
mutate(BINTrackIsInstrumental = ifelse(style_name == "body" & trimws(text) == "[Instrumental]", 1, 0)) %>%
mutate(KEYTrackName = toupper(trimws(CATTrackName)))
# Use QDAP qview to identify suggestions for tidy up. Results will be written to a text file.
qview(wrk.01_Data_Prep)
check_text(wrk.01_Data_Prep$text, file=F("Data/Raw/QDAPCheckText_wrk.01_Data_Prep.txt"))
# Applying QDAP cleanup recommendations
wrk.01_Data_Prep$text <- replace_number(wrk.01_Data_Prep$text, num.paste = TRUE, remove = FALSE)
wrk.01_Data_Prep$text <- incomplete_replace(wrk.01_Data_Prep$text)
wrk.01_Data_Prep$text <- comma_spacer(wrk.01_Data_Prep$text)
wrk.01_Data_Prep$text <- clean(wrk.01_Data_Prep$text)
wrk.01_Data_Prep$text <- scrubber(wrk.01_Data_Prep$text, fix.comma = TRUE, fix.space = TRUE)
Additional data: Using the Spotify API
I thought it would be useful to explore alternative sources of data to complement the lyrical dataset we just created. In my exploration, I came across the spotifyr package with more details here. After setting up a Spotify developers account I was able to obtain the necessary “client ID” and “client secret” tokens, and set these as environment variables to use in the spotifyr functions.
#devtools::install_github('charlie86/spotifyr')
#install.packages('spotifyr')
library(spotifyr)
# Reference: https://github.com/charlie86/spotifyr
# app name "MusicLyricAnalysis1"
Sys.setenv(SPOTIFY_CLIENT_ID = "ADD TOKEN HERE")
Sys.setenv(SPOTIFY_CLIENT_SECRET = "ADD TOKEN HERE")
access_token <- get_spotify_access_token()
#Extract data from spotify
spotify_df_U2 <- get_artist_audio_features('U2',access_token)
spotify_df_DaftPunk <- get_artist_audio_features('Daft Punk',access_token)
spotify_df_EltonJohn <- get_artist_audio_features('Elton John',access_token)
spotify_df_LedZeppelin <- get_artist_audio_features('Led Zeppelin',access_token)
spotify_df_KillswitchEngage <- get_artist_audio_features('Killswitch Engage',access_token)
spotify_df_IronMaiden <- get_artist_audio_features('Iron Maiden',access_token)
spotify_U2_filtered <- filter(spotify_df_U2, album_name == "The Joshua Tree (Deluxe)") #we have extra live songs
spotify_DaftPunk_filtered <- filter(spotify_df_DaftPunk, album_name == "Discovery")
spotify_EltonJohn_filtered <- filter(spotify_df_EltonJohn, album_name == "Honky Chateau") #no results found
spotify_LedZeppelin_filtered <- filter(spotify_df_LedZeppelin, album_name == "Physical Graffiti")
spotify_KillswitchEngage_filtered <- filter(spotify_df_KillswitchEngage, album_name == "Alive or Just Breathing [Topshelf Edition]")
spotify_IronMaiden_filtered <- filter(spotify_df_IronMaiden, album_name == "Powerslave (1998 Remastered Edition)")
# We can keep these datasets in data frame format for now, dataset size is tiny.
raw.SpotifyArtistList <- list(spotify_U2_filtered, spotify_DaftPunk_filtered, spotify_EltonJohn_filtered,
spotify_LedZeppelin_filtered, spotify_KillswitchEngage_filtered, spotify_IronMaiden_filtered)
# Append all above raw datasets together
raw.SpotifyArtistAlbumTrackData <- rbindlist(raw.SpotifyArtistList) %>%
mutate(KEYTrackName = toupper(trimws(track_name)))
# Save Feather file from
write_feather(raw.SpotifyArtistAlbumTrackData, F("Data/Raw/raw.SpotifyArtistAlbumTrackData.feather"))
wrk.01_DataPrep_LyricsWithSpotify <- list(wrk.01_Data_Prep, raw.SpotifyArtistAlbumTrackData) %>%
reduce(left_join, by = c("KEYTrackName" = "KEYTrackName"))
# Save Feather file from
write_feather(wrk.01_DataPrep_LyricsWithSpotify, F("Data/Processed/wrk.01_DataPrep_LyricsWithSpotify.feather"))
Inspecting the Spotify data for the collection of albums:
# Check over the dataset
glimpse(raw.SpotifyArtistAlbumTrackData)
## Observations: 76
## Variables: 24
## $ album_uri <chr> "2t4UTpa53ALkISHhiKrEtv", "2t4UTpa53ALkISHh...
## $ album_name <chr> "The Joshua Tree (Deluxe)", "The Joshua Tre...
## $ album_img <chr> "https://i.scdn.co/image/3dc58a6d1e838ff4d5...
## $ album_release_date <chr> "1987-03-03", "1987-03-03", "1987-03-03", "...
## $ album_release_year <date> 1987-03-03, 1987-03-03, 1987-03-03, 1987-0...
## $ album_popularity <int> 62, 62, 62, 62, 62, 62, 62, 62, 62, 62, 62,...
## $ track_name <chr> "Where The Streets Have No Name", "I Still ...
## $ track_uri <chr> "2IlT1DLSpmmHkHlAeuHMU3", "4GW8K6bDiiJGEgGP...
## $ danceability <dbl> 0.4950, 0.5660, 0.5430, 0.3360, 0.5270, 0.3...
## $ energy <dbl> 0.728, 0.783, 0.432, 0.653, 0.189, 0.679, 0...
## $ key <chr> "D", "C#", "D", "G#", "D", "C", "E", "C", "...
## $ loudness <dbl> -9.549, -9.412, -11.832, -10.210, -18.605, ...
## $ mode <chr> "major", "major", "major", "major", "major"...
## $ speechiness <dbl> 0.0385, 0.0363, 0.0288, 0.0499, 0.0293, 0.0...
## $ acousticness <dbl> 0.011000, 0.015700, 0.000207, 0.006700, 0.8...
## $ instrumentalness <dbl> 0.0035300, 0.0030000, 0.3690000, 0.4380000,...
## $ liveness <dbl> 0.1510, 0.0806, 0.1460, 0.1360, 0.3340, 0.2...
## $ valence <dbl> 0.2180, 0.5870, 0.1070, 0.4610, 0.2090, 0.3...
## $ tempo <dbl> 125.810, 100.864, 110.196, 152.308, 94.642,...
## $ duration_ms <dbl> 337506, 277477, 295516, 271547, 257366, 292...
## $ time_signature <dbl> 4, 4, 4, 4, 4, 4, 4, 3, 4, 4, 4, 4, 4, 3, 4...
## $ key_mode <chr> "D major", "C# major", "D major", "G# major...
## $ track_popularity <int> 39, 41, 68, 34, 34, 33, 33, 31, 32, 29, 29,...
## $ KEYTrackName <chr> "WHERE THE STREETS HAVE NO NAME", "I STILL ...
After attempting to extract the desired albums from the selected artists, I discovered that not all albums or songs from the albums were available on spotify. For example, Elton John’s Honky Chateau was not available to extract, instead only single tracks were available via a best-of album. For U2’s The Joshua Tree, the original release album is not available, only the deluxe edition which comes with extra live performance tracks. Similar situation for Iron Maiden’s Powerslave.
With this information, I decided that the Spotify data is simply a “nice to have” and will not be entirely useful to this analysis. I would very much have liked for it to cover all artists, all albums and all songs in the collection.
We will leave the spotify variables in the merged dataset, but we won’t use them in this analysis.
CheckSpotify <- select(raw.SpotifyArtistAlbumTrackData,album_name, track_name)
checkSpotify_NotMatchingSource <- anti_join(CheckSpotify, wrk.01_Data_Prep, by = c("track_name" = "CATTrackName") ) #all spotify songs not matching our source data
glimpse(select(checkSpotify_NotMatchingSource,album_name, track_name ))
## Observations: 42
## Variables: 2
## $ album_name <chr> "The Joshua Tree (Deluxe)", "The Joshua Tree (Delux...
## $ track_name <chr> "Where The Streets Have No Name", "With Or Without ...
Observing the specific and unique nature of music lyrics in a text analysis context
A few things we can observe and acknowledge so far:
“[Instrumental]” for instrumental songs. We can filter these out of our analysis and re-use these in subsequent analysis. Perhaps for signal or beat detection analysis!
Variable names and the source dataset
Here is a summary of the source dataset we’ll use for this analysis. It is one row per album track. All lyrics for each track are contained within a single variable TXTAllTrackLyrics. The end of each lyric line is signified with “<br>" tag.
# Create a new dataframe with one row of lyrics for each track (instead of multiple rows per verse/chorus)
wrk.02_TextAnalysis_00 <- wrk.01_DataPrep_LyricsWithSpotify %>%
group_by(CATTrackName) %>%
mutate(TXTAllTrackLyrics = paste0(text, sep = "<br>", collapse = " ")) %>%
mutate(NUMMaxLyricLines = max(as.numeric(NUMTrackLyricLineNumber)))
# Create a dataset with one row per song. One variable & record to hold all lyrics for a song.
wrk.02_TextAnalysis_01 <- wrk.02_TextAnalysis_00 %>%
filter(style_name == "heading 3")
# lets now remove songs which were purely instrumental only
wrk.02_TextAnalysis_02 <- wrk.02_TextAnalysis_01 %>%
filter(str_detect(TXTAllTrackLyrics, "Instrumental") == FALSE )
#Summary
glimpse(wrk.02_TextAnalysis_02)
## Observations: 59
## Variables: 37
## $ doc_index <int> 3, 22, 29, 68, 78, 82, 3, 10, 15, 22, ...
## $ content_type <chr> "paragraph", "paragraph", "paragraph",...
## $ style_name <chr> "heading 3", "heading 3", "heading 3",...
## $ text <chr> "One More Time", "Digital Love", "Hard...
## $ level <dbl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA...
## $ num_id <int> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA...
## $ CATMusicArtist <chr> "Daft Punk", "Daft Punk", "Daft Punk",...
## $ CATMusicAlbum <chr> "Discovery", "Discovery", "Discovery",...
## $ CATTrackName <chr> "One More Time ", "Digital Love ", "Ha...
## $ NUMTrackLyricLineNumber <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ BINTrackIsInstrumental <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,...
## $ KEYTrackName <chr> "ONE MORE TIME", "DIGITAL LOVE", "HARD...
## $ album_uri <chr> "2noRn2Aes5aoNVsU6iWThc", "2noRn2Aes5a...
## $ album_name <chr> "Discovery", "Discovery", NA, "Discove...
## $ album_img <chr> "https://i.scdn.co/image/1a9dab25976c7...
## $ album_release_date <chr> "2001-03-07", "2001-03-07", NA, "2001-...
## $ album_release_year <date> 2001-03-07, 2001-03-07, NA, 2001-03-0...
## $ album_popularity <int> 76, 76, NA, 76, 76, 76, 62, 62, 62, 62...
## $ track_name <chr> "One More Time", "Digital Love", NA, "...
## $ track_uri <chr> "0DiWol3AO6WpXZgp0goxAV", "2VEZx7NWsZ1...
## $ danceability <dbl> 0.611, 0.644, NA, 0.875, 0.874, 0.691,...
## $ energy <dbl> 0.697, 0.664, NA, 0.475, 0.437, 0.582,...
## $ key <chr> "D", "A", NA, "A", "C#", "F", "D", "C#...
## $ loudness <dbl> -8.618, -8.398, NA, -12.673, -10.234, ...
## $ mode <chr> "major", "major", NA, "minor", "minor"...
## $ speechiness <dbl> 0.1330, 0.0333, NA, 0.0986, 0.0706, 0....
## $ acousticness <dbl> 0.019300, 0.048100, NA, 0.440000, 0.00...
## $ instrumentalness <dbl> 0.0000000, 0.8620000, NA, 0.7200000, 0...
## $ liveness <dbl> 0.3320, 0.3420, NA, 0.0460, 0.0293, 0....
## $ valence <dbl> 0.4760, 0.5300, NA, 0.3840, 0.9630, 0....
## $ tempo <dbl> 122.752, 124.726, NA, 99.958, 117.790,...
## $ duration_ms <dbl> 320357, 301373, NA, 232667, 240173, 60...
## $ time_signature <dbl> 4, 4, NA, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4...
## $ key_mode <chr> "D major", "A major", NA, "A minor", "...
## $ track_popularity <int> 75, 63, NA, 67, 60, 52, 39, 41, 68, 34...
## $ TXTAllTrackLyrics <chr> "One More Time<br> One more time One m...
## $ NUMMaxLyricLines <dbl> 16, 6, 30, 3, 3, 12, 6, 4, 6, 6, 3, 8,...
From this dataset, the most important variables we will be using frequently will be:
a. Creating tokens & Data Wrangling
Our dataset is almost ready for exploration. There’s a few remaining data wrangling steps to complete:
library(tidytext)
#Identify any specific/customisable words we wish to eliminate later on
undesirable_words <- c("chorus", "lyrics", "verse")
#Create lyric verse tokens using tidytext [dataset will be one row per verse]
lineToken <- wrk.02_TextAnalysis_02 %>%
ungroup() %>%
unnest_tokens(line, TXTAllTrackLyrics, token = stringr::str_split, pattern = '<br>') %>% #break the lyrics into verses
mutate(lineCount = row_number()) #Create a line counter so we know which verse record is which
# Create lyric word tokens and apply tidy text format [dataset will be one row per lyric word]
# We have the option to remove stop words at this point.
# Selecting not to do this yet, as we wish to visually observe the raw form of the dataset.
wordToken <- lineToken %>%
unnest_tokens(word, line) %>% #Break the lyrics into individual words
# anti_join(stop_words) %>% #TM/tidytext removing stop words
filter(!word %in% undesirable_words) #removing custom configured stop words
# Add in full word counts for each song (non-distinct)
wrk.02_TextAnalysis_03_WordCount <- wordToken %>%
group_by(CATMusicArtist,CATMusicAlbum, CATTrackName) %>%
summarise(num_words = n()) %>%
arrange(desc(num_words))
b. Identifying vocal and instrumental songs
We need to identify which songs are instrumental so we can exclude them for this analysis. Not surprisingly, more than half of the songs on Daft Punk’s Discovery are instrumental.
| CATMusicArtist | CATMusicAlbum | CATTrackName |
|---|---|---|
| Daft Punk | Discovery | Aerodynamic |
| Daft Punk | Discovery | Crescendolls |
| Daft Punk | Discovery | Nightvision |
| Daft Punk | Discovery | Superheroes |
| Daft Punk | Discovery | High Life |
| Daft Punk | Discovery | Voyager |
| Daft Punk | Discovery | Veridis Quo |
| Daft Punk | Discovery | Short Circuit |
| Iron Maiden | Powerslave | Losfer Words (Big ’Orra) |
| Killswitch Engage | Alive or Just Breathing | Without A Name |
| Led Zeppelin | Physical Graffiti | Bron-Yr-Aur |
c. Word counts by song & album
With our dataset now ready for exploration, let’s inspect these questions:
We have 59 songs to work with, and Iron Maiden’s Rime of the Ancient Mariner has a very large word count at 650 words, significantly higher than any other song in our dataset.
Could this song’s lyrics skew any subsequent analysis we will be performing?
## Observations: 59
## Variables: 4
## $ CATMusicArtist <chr> "Iron Maiden", "Led Zeppelin", "Daft Punk", "Da...
## $ CATMusicAlbum <chr> "Powerslave", "Physical Graffiti", "Discovery",...
## $ CATTrackName <chr> "Rime Of The Ancient Mariner", "In My Time Of D...
## $ num_words <int> 650, 429, 373, 354, 340, 312, 298, 298, 275, 24...
| CATMusicArtist | CATMusicAlbum | CATTrackName | num_words |
|---|---|---|---|
| Iron Maiden | Powerslave | Rime Of The Ancient Mariner | 650 |
| Led Zeppelin | Physical Graffiti | In My Time Of Dying | 429 |
| Daft Punk | Discovery | One More Time | 373 |
| Daft Punk | Discovery | Harder, Better, Faster, Stronger | 354 |
| Daft Punk | Discovery | Too Long | 340 |
| Iron Maiden | Powerslave | Two Minutes To Midnight | 312 |
| Led Zeppelin | Physical Graffiti | Black Country Woman | 298 |
| Led Zeppelin | Physical Graffiti | Night Flight | 298 |
| Led Zeppelin | Physical Graffiti | Kashmir | 275 |
| U2 | The Joshua Tree | Bullet the Blue Sky | 245 |
| Iron Maiden | Powerslave | Back In The Village | 236 |
| U2 | The Joshua Tree | Red Hill Mining Town | 231 |
| Led Zeppelin | Physical Graffiti | In The Light | 223 |
| Iron Maiden | Powerslave | Powerslave | 222 |
| Led Zeppelin | Physical Graffiti | Ten Years Gone | 222 |
| Led Zeppelin | Physical Graffiti | Sick Again | 220 |
| Led Zeppelin | Physical Graffiti | The Rover | 217 |
| U2 | The Joshua Tree | One Tree Hill | 217 |
| Led Zeppelin | Physical Graffiti | Trampled Under Foot | 205 |
| Elton John | Honky Chateau | Amy | 202 |
| Killswitch Engage | Alive or Just Breathing | Temple From The Within | 199 |
| Elton John | Honky Chateau | Mona Lisas and Mad Hatters | 197 |
| Iron Maiden | Powerslave | Flash Of The Blade | 197 |
| U2 | The Joshua Tree | Where the Streets Have No Name | 196 |
| Iron Maiden | Powerslave | Aces High | 194 |
| U2 | The Joshua Tree | I Still Haven’t Found What I’m Looking For | 193 |
| Iron Maiden | Powerslave | The Duellists | 189 |
| Elton John | Honky Chateau | Honky Cat | 187 |
| Killswitch Engage | Alive or Just Breathing | Numbered Days | 184 |
| U2 | The Joshua Tree | Running to Stand Still | 181 |
| Led Zeppelin | Physical Graffiti | Down By The Seaside | 175 |
| Killswitch Engage | Alive or Just Breathing | Rise Inside | 165 |
| Led Zeppelin | Physical Graffiti | Custard Pie | 164 |
| Elton John | Honky Chateau | Mellow | 162 |
| U2 | The Joshua Tree | With or Without You | 162 |
| Elton John | Honky Chateau | Rocket Man (I think It’s Going to Be a Long, Long Time) | 158 |
| U2 | The Joshua Tree | Trip Through Your Wires | 154 |
| Elton John | Honky Chateau | Hercules | 153 |
| Daft Punk | Discovery | Digital Love | 145 |
| U2 | The Joshua Tree | Exit | 145 |
| U2 | The Joshua Tree | In God’s Country | 141 |
| Elton John | Honky Chateau | I Think I’m Going to Kill Myself | 136 |
| Elton John | Honky Chateau | Slave | 134 |
| Daft Punk | Discovery | Face To Face | 129 |
| Elton John | Honky Chateau | Susie (Dramas) | 129 |
| Led Zeppelin | Physical Graffiti | The Wanton Song | 129 |
| Killswitch Engage | Alive or Just Breathing | When The Balance Is Broken | 127 |
| Killswitch Engage | Alive or Just Breathing | Vide Infra | 125 |
| Killswitch Engage | Alive or Just Breathing | The Element Of One | 122 |
| Daft Punk | Discovery | Something About Us | 100 |
| Killswitch Engage | Alive or Just Breathing | My Last Serenade | 99 |
| Killswitch Engage | Alive or Just Breathing | Self Revolution | 99 |
| Elton John | Honky Chateau | Salvation | 93 |
| Killswitch Engage | Alive or Just Breathing | Fixation On The Darkness | 84 |
| U2 | The Joshua Tree | Mothers of the Disappeared | 80 |
| Led Zeppelin | Physical Graffiti | Boogie With Stu | 79 |
| Killswitch Engage | Alive or Just Breathing | To The Sons Of Man | 72 |
| Killswitch Engage | Alive or Just Breathing | Just Barely Breathing | 67 |
| Killswitch Engage | Alive or Just Breathing | Life To Lifeless | 64 |
While this table shows us the raw individual word counts for each song, it doesn’t clearly illustrate the Artist-Album groupings and total word counts for Artist-Album. Some questions here:
We must be careful here about using total word counts. Considering Daft Punk’s Discovery had many songs excluded due to them being instrumental, there are less songs available to contribute to an overall word count.
d. Wordclouds
We can visualise the raw word counts using word clouds. The intention here is to get some initial, basic insight as to the common words for each artist & album.
We do need to be careful with the usage and context of these visualisations here because we know some songs were designed for repetition and certain words will dominate for this reason.
For this section we will use the wordcloud package and create some word clouds.
Daft Punk - Discovery
U2 - The Joshua Tree
Elton John - Honky Chateau
Led Zeppelin
Killswitch Engage
Iron Maiden
e. Lexical diversity (vocabulary)
Time to explore the depth of each song’s lyrical vocabulary, we will refer to this as “lexical diversity”.
A question at this point is: Could the larger the vocabulary for a song (and therefore artist) be an indicator of great story telling?
In calculating the lexical diversity we will:
yarrr package
| CATMusicArtist | CATMusicAlbum | CATTrackName | CATArtistAlbum | CATArtistAlbumTrack | word_count |
|---|---|---|---|---|---|
| Iron Maiden | Powerslave | Rime Of The Ancient Mariner | Iron Maiden - Powerslave | Iron Maiden - Powerslave - Rime Of The Ancient Mariner | 167 |
| Iron Maiden | Powerslave | Two Minutes To Midnight | Iron Maiden - Powerslave | Iron Maiden - Powerslave - Two Minutes To Midnight | 85 |
| U2 | The Joshua Tree | Bullet the Blue Sky | U2 - The Joshua Tree | U2 - The Joshua Tree - Bullet the Blue Sky | 78 |
| Led Zeppelin | Physical Graffiti | Trampled Under Foot | Led Zeppelin - Physical Graffiti | Led Zeppelin - Physical Graffiti - Trampled Under Foot | 77 |
| Led Zeppelin | Physical Graffiti | In My Time Of Dying | Led Zeppelin - Physical Graffiti | Led Zeppelin - Physical Graffiti - In My Time Of Dying | 75 |
| Led Zeppelin | Physical Graffiti | Kashmir | Led Zeppelin - Physical Graffiti | Led Zeppelin - Physical Graffiti - Kashmir | 73 |
| Led Zeppelin | Physical Graffiti | Night Flight | Led Zeppelin - Physical Graffiti | Led Zeppelin - Physical Graffiti - Night Flight | 65 |
| U2 | The Joshua Tree | Red Hill Mining Town | U2 - The Joshua Tree | U2 - The Joshua Tree - Red Hill Mining Town | 62 |
| Iron Maiden | Powerslave | Aces High | Iron Maiden - Powerslave | Iron Maiden - Powerslave - Aces High | 60 |
| Iron Maiden | Powerslave | Powerslave | Iron Maiden - Powerslave | Iron Maiden - Powerslave - Powerslave | 58 |
| U2 | The Joshua Tree | One Tree Hill | U2 - The Joshua Tree | U2 - The Joshua Tree - One Tree Hill | 56 |
| Led Zeppelin | Physical Graffiti | The Rover | Led Zeppelin - Physical Graffiti | Led Zeppelin - Physical Graffiti - The Rover | 56 |
| U2 | The Joshua Tree | Running to Stand Still | U2 - The Joshua Tree | U2 - The Joshua Tree - Running to Stand Still | 54 |
| Elton John | Honky Chateau | Hercules | Elton John - Honky Chateau | Elton John - Honky Chateau - Hercules | 52 |
| Iron Maiden | Powerslave | Back In The Village | Iron Maiden - Powerslave | Iron Maiden - Powerslave - Back In The Village | 52 |
| Elton John | Honky Chateau | Mellow | Elton John - Honky Chateau | Elton John - Honky Chateau - Mellow | 51 |
| Led Zeppelin | Physical Graffiti | Sick Again | Led Zeppelin - Physical Graffiti | Led Zeppelin - Physical Graffiti - Sick Again | 51 |
| U2 | The Joshua Tree | In God’s Country | U2 - The Joshua Tree | U2 - The Joshua Tree - In God’s Country | 49 |
| Elton John | Honky Chateau | Slave | Elton John - Honky Chateau | Elton John - Honky Chateau - Slave | 49 |
| Iron Maiden | Powerslave | Flash Of The Blade | Iron Maiden - Powerslave | Iron Maiden - Powerslave - Flash Of The Blade | 49 |
| Iron Maiden | Powerslave | The Duellists | Iron Maiden - Powerslave | Iron Maiden - Powerslave - The Duellists | 49 |
| Elton John | Honky Chateau | Honky Cat | Elton John - Honky Chateau | Elton John - Honky Chateau - Honky Cat | 48 |
| Elton John | Honky Chateau | Amy | Elton John - Honky Chateau | Elton John - Honky Chateau - Amy | 46 |
| Led Zeppelin | Physical Graffiti | Ten Years Gone | Led Zeppelin - Physical Graffiti | Led Zeppelin - Physical Graffiti - Ten Years Gone | 44 |
| Elton John | Honky Chateau | Mona Lisas and Mad Hatters | Elton John - Honky Chateau | Elton John - Honky Chateau - Mona Lisas and Mad Hatters | 43 |
| Elton John | Honky Chateau | Susie (Dramas) | Elton John - Honky Chateau | Elton John - Honky Chateau - Susie (Dramas) | 42 |
| Killswitch Engage | Alive or Just Breathing | Numbered Days | Killswitch Engage - Alive or Just Breathing | Killswitch Engage - Alive or Just Breathing - Numbered Days | 42 |
| U2 | The Joshua Tree | Exit | U2 - The Joshua Tree | U2 - The Joshua Tree - Exit | 40 |
| Killswitch Engage | Alive or Just Breathing | Vide Infra | Killswitch Engage - Alive or Just Breathing | Killswitch Engage - Alive or Just Breathing - Vide Infra | 40 |
| Led Zeppelin | Physical Graffiti | The Wanton Song | Led Zeppelin - Physical Graffiti | Led Zeppelin - Physical Graffiti - The Wanton Song | 40 |
| U2 | The Joshua Tree | I Still Haven’t Found What I’m Looking For | U2 - The Joshua Tree | U2 - The Joshua Tree - I Still Haven’t Found What I’m Looking For | 39 |
| Elton John | Honky Chateau | I Think I’m Going to Kill Myself | Elton John - Honky Chateau | Elton John - Honky Chateau - I Think I’m Going to Kill Myself | 39 |
| U2 | The Joshua Tree | Trip Through Your Wires | U2 - The Joshua Tree | U2 - The Joshua Tree - Trip Through Your Wires | 37 |
| Led Zeppelin | Physical Graffiti | Down By The Seaside | Led Zeppelin - Physical Graffiti | Led Zeppelin - Physical Graffiti - Down By The Seaside | 36 |
| Elton John | Honky Chateau | Rocket Man (I think It’s Going to Be a Long, Long Time) | Elton John - Honky Chateau | Elton John - Honky Chateau - Rocket Man (I think It’s Going to Be a Long, Long Time) | 35 |
| Killswitch Engage | Alive or Just Breathing | Self Revolution | Killswitch Engage - Alive or Just Breathing | Killswitch Engage - Alive or Just Breathing - Self Revolution | 33 |
| Killswitch Engage | Alive or Just Breathing | Just Barely Breathing | Killswitch Engage - Alive or Just Breathing | Killswitch Engage - Alive or Just Breathing - Just Barely Breathing | 33 |
| U2 | The Joshua Tree | Where the Streets Have No Name | U2 - The Joshua Tree | U2 - The Joshua Tree - Where the Streets Have No Name | 31 |
| Led Zeppelin | Physical Graffiti | In The Light | Led Zeppelin - Physical Graffiti | Led Zeppelin - Physical Graffiti - In The Light | 30 |
| Daft Punk | Discovery | Face To Face | Daft Punk - Discovery | Daft Punk - Discovery - Face To Face | 29 |
| Killswitch Engage | Alive or Just Breathing | Temple From The Within | Killswitch Engage - Alive or Just Breathing | Killswitch Engage - Alive or Just Breathing - Temple From The Within | 29 |
| Led Zeppelin | Physical Graffiti | Custard Pie | Led Zeppelin - Physical Graffiti | Led Zeppelin - Physical Graffiti - Custard Pie | 28 |
| Elton John | Honky Chateau | Salvation | Elton John - Honky Chateau | Elton John - Honky Chateau - Salvation | 27 |
| Daft Punk | Discovery | Digital Love | Daft Punk - Discovery | Daft Punk - Discovery - Digital Love | 26 |
| Killswitch Engage | Alive or Just Breathing | Fixation On The Darkness | Killswitch Engage - Alive or Just Breathing | Killswitch Engage - Alive or Just Breathing - Fixation On The Darkness | 26 |
| U2 | The Joshua Tree | With or Without You | U2 - The Joshua Tree | U2 - The Joshua Tree - With or Without You | 24 |
| U2 | The Joshua Tree | Mothers of the Disappeared | U2 - The Joshua Tree | U2 - The Joshua Tree - Mothers of the Disappeared | 24 |
| Killswitch Engage | Alive or Just Breathing | My Last Serenade | Killswitch Engage - Alive or Just Breathing | Killswitch Engage - Alive or Just Breathing - My Last Serenade | 24 |
| Killswitch Engage | Alive or Just Breathing | Rise Inside | Killswitch Engage - Alive or Just Breathing | Killswitch Engage - Alive or Just Breathing - Rise Inside | 24 |
| Led Zeppelin | Physical Graffiti | Black Country Woman | Led Zeppelin - Physical Graffiti | Led Zeppelin - Physical Graffiti - Black Country Woman | 24 |
| Killswitch Engage | Alive or Just Breathing | Life To Lifeless | Killswitch Engage - Alive or Just Breathing | Killswitch Engage - Alive or Just Breathing - Life To Lifeless | 23 |
| Killswitch Engage | Alive or Just Breathing | When The Balance Is Broken | Killswitch Engage - Alive or Just Breathing | Killswitch Engage - Alive or Just Breathing - When The Balance Is Broken | 23 |
| Daft Punk | Discovery | One More Time | Daft Punk - Discovery | Daft Punk - Discovery - One More Time | 20 |
| Killswitch Engage | Alive or Just Breathing | To The Sons Of Man | Killswitch Engage - Alive or Just Breathing | Killswitch Engage - Alive or Just Breathing - To The Sons Of Man | 20 |
| Led Zeppelin | Physical Graffiti | Boogie With Stu | Led Zeppelin - Physical Graffiti | Led Zeppelin - Physical Graffiti - Boogie With Stu | 20 |
| Daft Punk | Discovery | Too Long | Daft Punk - Discovery | Daft Punk - Discovery - Too Long | 18 |
| Killswitch Engage | Alive or Just Breathing | The Element Of One | Killswitch Engage - Alive or Just Breathing | Killswitch Engage - Alive or Just Breathing - The Element Of One | 15 |
| Daft Punk | Discovery | Something About Us | Daft Punk - Discovery | Daft Punk - Discovery - Something About Us | 6 |
| Daft Punk | Discovery | Harder, Better, Faster, Stronger | Daft Punk - Discovery | Daft Punk - Discovery - Harder, Better, Faster, Stronger | 5 |
It becomes immediately obvious, Iron Maiden’s Powerslave contains a range of more and less lexically dense songs. Iron Maiden’s song “Rime of the Ancient Mariner” is by far an outlier in this visualisation, at 167 distinct words.
On the lower end of the scale, Daft Punk’s Discovery and Killswitch Engage’s Alive or Just Breathing appear to have a smaller vocabulary. Some human experiential insights from these musical compositions suggest that these albums are very engineered for audio and sound experience. Daft Punk’s Discovery could be described as a dance record, while Killswitch Engage’s Alive or Just Breathing may have been designed to get the most out of vocally “growling” lyrics and so careful selection of words to achieve this purpose could be what we are observing in a lower vocabulary range.
In the mid-range of the lexical diversity we see Elton John, Led Zeppelin and U2, perhaps this is where the balance between audio experience and story telling can be observed?
f. Song lyrics self-similarity matrices (SongSim) & repetition
We have observed the lexical diversity for our collection of songs. Let’s now take a look at lyrical repetition.
Measuring and observing lyrical (or word) repetition is very relevant for this analysis as our context is music. Repetition can be observed in both instrumental waveforms and in lyrical structure. Ever had a song stuck in your head, repeating over and over?
The challenge here is to identify and use a visualisation which neatly and clearly descibes repetition for our collection of songs.
Enter package songsim.
SongSim uses self-similarity matrices to visualise patterns of repetition in text. Each word (lyric) of a song forms a row and a column of the matrix. The cell at position (x, y) is filled in if the x-th and y-th words of the song are the same. For a more technical explanation check out the package author’s site here.
A self-similarity matrix is used to answer the question “which parts of this text thing are alike?”.
To get started, let’s setup our process flow for SongSim and take a look at Led Zeppelin’s Kashmir.
Most of Kashmir has very little repetition. As we progress down the black diagonal line to the bottom right of the square we begin to see some pattern “blobs” coloured in blue, purple and pink, this is attributed to the repeated lyrics:
Ooh, yeah-yeah, ooh, yeah-yeah, when I’m down…
Ooh, yeah-yeah, ooh, yeah-yeah, well I’m down, so down
Ooh, my baby, ooh, my baby, let me take you there
Let me take you there. Let me take you there
The “Colorful” mode of the SongSim matrix plot assigns a unique color to each repeated word (words appearing only once are black). When there are several repeated themes, this can make it easier to distinguish them.
The SongSim matrices also come with some handy parameters:
$ songMat - this is the matrix structure for the SongSim plot$ repetitiveness - this quantifies how repetitive a song is. It is a simple mean of the upper triangle of the matrix. The larger the value, the more repetitive the song.We can create songsim matrices for our collection of songs and then compare repetitiveness scores as a method of assessing lyrical repetition (or lyrical density).
| CATArtistAlbumTrack | SongSim_Repetition | CATMusicArtist | CATMusicAlbum | CATTrackName |
|---|---|---|---|---|
| Daft Punk - Discovery - Harder, Better, Faster, Stronger | 0.0634957 | Daft Punk | Discovery | Harder, Better, Faster, Stronger |
| Daft Punk - Discovery - Something About Us | 0.0489575 | Daft Punk | Discovery | Something About Us |
| Iron Maiden - Powerslave - Back In The Village | 0.0457772 | Iron Maiden | Powerslave | Back In The Village |
| Daft Punk - Discovery - Too Long | 0.0432286 | Daft Punk | Discovery | Too Long |
| Led Zeppelin - Physical Graffiti - Sick Again | 0.0429902 | Led Zeppelin | Physical Graffiti | Sick Again |
| Elton John - Honky Chateau - Honky Cat | 0.0417600 | Elton John | Honky Chateau | Honky Cat |
| Led Zeppelin - Physical Graffiti - Down By The Seaside | 0.0369105 | Led Zeppelin | Physical Graffiti | Down By The Seaside |
| Killswitch Engage - Alive or Just Breathing - Self Revolution | 0.0361728 | Killswitch Engage | Alive or Just Breathing | Self Revolution |
| Elton John - Honky Chateau - Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0325780 | Elton John | Honky Chateau | Rocket Man (I think It’s Going to Be a Long, Long Time) |
| Killswitch Engage - Alive or Just Breathing - Vide Infra | 0.0302710 | Killswitch Engage | Alive or Just Breathing | Vide Infra |
| Elton John - Honky Chateau - Salvation | 0.0269681 | Elton John | Honky Chateau | Salvation |
| Killswitch Engage - Alive or Just Breathing - Life To Lifeless | 0.0269405 | Killswitch Engage | Alive or Just Breathing | Life To Lifeless |
| Killswitch Engage - Alive or Just Breathing - Fixation On The Darkness | 0.0269151 | Killswitch Engage | Alive or Just Breathing | Fixation On The Darkness |
| Killswitch Engage - Alive or Just Breathing - To The Sons Of Man | 0.0268527 | Killswitch Engage | Alive or Just Breathing | To The Sons Of Man |
| Iron Maiden - Powerslave - Two Minutes To Midnight | 0.0254488 | Iron Maiden | Powerslave | Two Minutes To Midnight |
| Iron Maiden - Powerslave - Aces High | 0.0253172 | Iron Maiden | Powerslave | Aces High |
| Led Zeppelin - Physical Graffiti - In My Time Of Dying | 0.0252790 | Led Zeppelin | Physical Graffiti | In My Time Of Dying |
| Led Zeppelin - Physical Graffiti - Kashmir | 0.0243534 | Led Zeppelin | Physical Graffiti | Kashmir |
| Daft Punk - Discovery - Face To Face | 0.0234107 | Daft Punk | Discovery | Face To Face |
| Elton John - Honky Chateau - Mellow | 0.0233918 | Elton John | Honky Chateau | Mellow |
| Led Zeppelin - Physical Graffiti - Black Country Woman | 0.0231239 | Led Zeppelin | Physical Graffiti | Black Country Woman |
| Led Zeppelin - Physical Graffiti - Trampled Under Foot | 0.0227379 | Led Zeppelin | Physical Graffiti | Trampled Under Foot |
| Led Zeppelin - Physical Graffiti - Boogie With Stu | 0.0215333 | Led Zeppelin | Physical Graffiti | Boogie With Stu |
| Led Zeppelin - Physical Graffiti - Ten Years Gone | 0.0213926 | Led Zeppelin | Physical Graffiti | Ten Years Gone |
| Iron Maiden - Powerslave - Flash Of The Blade | 0.0206186 | Iron Maiden | Powerslave | Flash Of The Blade |
| Iron Maiden - Powerslave - Powerslave | 0.0203528 | Iron Maiden | Powerslave | Powerslave |
| Killswitch Engage - Alive or Just Breathing - Numbered Days | 0.0200515 | Killswitch Engage | Alive or Just Breathing | Numbered Days |
| U2 - The Joshua Tree - Running to Stand Still | 0.0180901 | U2 | The Joshua Tree | Running to Stand Still |
| Iron Maiden - Powerslave - The Duellists | 0.0178165 | Iron Maiden | Powerslave | The Duellists |
| Led Zeppelin - Physical Graffiti - Night Flight | 0.0171668 | Led Zeppelin | Physical Graffiti | Night Flight |
| Elton John - Honky Chateau - Slave | 0.0167722 | Elton John | Honky Chateau | Slave |
| Elton John - Honky Chateau - Susie (Dramas) | 0.0165969 | Elton John | Honky Chateau | Susie (Dramas) |
| Elton John - Honky Chateau - Hercules | 0.0162281 | Elton John | Honky Chateau | Hercules |
| Elton John - Honky Chateau - I Think I’m Going to Kill Myself | 0.0161111 | Elton John | Honky Chateau | I Think I’m Going to Kill Myself |
| U2 - The Joshua Tree - Mothers of the Disappeared | 0.0157068 | U2 | The Joshua Tree | Mothers of the Disappeared |
| U2 - The Joshua Tree - Where the Streets Have No Name | 0.0156219 | U2 | The Joshua Tree | Where the Streets Have No Name |
| Killswitch Engage - Alive or Just Breathing - My Last Serenade | 0.0153727 | Killswitch Engage | Alive or Just Breathing | My Last Serenade |
| Led Zeppelin - Physical Graffiti - The Wanton Song | 0.0152352 | Led Zeppelin | Physical Graffiti | The Wanton Song |
| U2 - The Joshua Tree - Trip Through Your Wires | 0.0148113 | U2 | The Joshua Tree | Trip Through Your Wires |
| U2 - The Joshua Tree - Exit | 0.0143942 | U2 | The Joshua Tree | Exit |
| Elton John - Honky Chateau - Mona Lisas and Mad Hatters | 0.0142077 | Elton John | Honky Chateau | Mona Lisas and Mad Hatters |
| Daft Punk - Discovery - One More Time | 0.0139860 | Daft Punk | Discovery | One More Time |
| Killswitch Engage - Alive or Just Breathing - Just Barely Breathing | 0.0136160 | Killswitch Engage | Alive or Just Breathing | Just Barely Breathing |
| U2 - The Joshua Tree - I Still Haven’t Found What I’m Looking For | 0.0133322 | U2 | The Joshua Tree | I Still Haven’t Found What I’m Looking For |
| Led Zeppelin - Physical Graffiti - In The Light | 0.0131175 | Led Zeppelin | Physical Graffiti | In The Light |
| U2 - The Joshua Tree - Red Hill Mining Town | 0.0124346 | U2 | The Joshua Tree | Red Hill Mining Town |
| Led Zeppelin - Physical Graffiti - Custard Pie | 0.0123871 | Led Zeppelin | Physical Graffiti | Custard Pie |
| Led Zeppelin - Physical Graffiti - The Rover | 0.0122836 | Led Zeppelin | Physical Graffiti | The Rover |
| Killswitch Engage - Alive or Just Breathing - The Element Of One | 0.0120934 | Killswitch Engage | Alive or Just Breathing | The Element Of One |
| Daft Punk - Discovery - Digital Love | 0.0120635 | Daft Punk | Discovery | Digital Love |
| Killswitch Engage - Alive or Just Breathing - When The Balance Is Broken | 0.0114271 | Killswitch Engage | Alive or Just Breathing | When The Balance Is Broken |
| U2 - The Joshua Tree - In God’s Country | 0.0113985 | U2 | The Joshua Tree | In God’s Country |
| U2 - The Joshua Tree - With or Without You | 0.0107521 | U2 | The Joshua Tree | With or Without You |
| Iron Maiden - Powerslave - Rime Of The Ancient Mariner | 0.0105291 | Iron Maiden | Powerslave | Rime Of The Ancient Mariner |
| Killswitch Engage - Alive or Just Breathing - Temple From The Within | 0.0102710 | Killswitch Engage | Alive or Just Breathing | Temple From The Within |
| Killswitch Engage - Alive or Just Breathing - Rise Inside | 0.0099703 | Killswitch Engage | Alive or Just Breathing | Rise Inside |
| Elton John - Honky Chateau - Amy | 0.0094246 | Elton John | Honky Chateau | Amy |
| U2 - The Joshua Tree - One Tree Hill | 0.0093415 | U2 | The Joshua Tree | One Tree Hill |
| U2 - The Joshua Tree - Bullet the Blue Sky | 0.0087209 | U2 | The Joshua Tree | Bullet the Blue Sky |
Is it so surprising to see Daft Punk’s Discovery with the highest average lyrical repetitiveness? Interesting it also has the widest range of repetitiveness.
Curious to observe U2’s The Joshua Tree has the lowest average and the smallest range of lyrical repetitiveness. The grouping of songs appear to be very consistent in terms of lyrical repetition.
So what do all of these songs look like as SongSim matrices? We have an opportunity here to create some “data art”.
Click here to see the SongSim poster we created for the collection of songs in this analysis.
Some notable mentions from the “SongSim Matrix Poster”:
into - verse - chorus - verse - chorus - outro patternverse - chorus - verse - chorus, but at the very end, some words moved around or swapped out.This has certainly unconvered some very interesting insights about how the songs in the collection are structured, and maybe even shed some light on the Artist’s preferences toward lyrical song writing.
g. Term Frequency Inverse Document Frequency (TF-IDF)
Let’s now address quantifying how important various lyrics (words) are in a song with respect to an album.
The Term Frequency - Inverse Document Frequency (TF-IDF for short), is a measure of:
Term Frequency * Inverse Document Frequency
Multiplied by
With the TF and IDF combined, a word’s (or a lyric’s) importance is adjusted for how rarely it is used. The assumption with TF-IDF is that words that appear more frequently in a document (or a song) should be given a higher weighting, unless the word also appears in many documents (or songs).
For our analysis we can use TF-IDF to identify which words are important to each of the albums in the collection, and compared across albums. We expect the albums to differ in terms of subject/topic, content and sentiment, we therefore expect the frequency of words to differ between albums, the TF-IDF metric will highlight these differences.
So let’s take a look at word importance through the lense of TF-IDF
| CATMusicArtist | word | n | tf | idf | tf_idf |
|---|---|---|---|---|---|
| Daft Punk | faster | 32 | 0.2461538 | 1.7917595 | 0.4410485 |
| Daft Punk | harder | 32 | 0.2461538 | 1.7917595 | 0.4410485 |
| Daft Punk | stronger | 32 | 0.2461538 | 1.7917595 | 0.4410485 |
| Iron Maiden | ancient | 25 | 0.1655629 | 1.7917595 | 0.2966489 |
| Iron Maiden | mariner | 25 | 0.1655629 | 1.7917595 | 0.2966489 |
| Iron Maiden | rime | 25 | 0.1655629 | 1.7917595 | 0.2966489 |
| Killswitch Engage | temple | 11 | 0.1506849 | 1.7917595 | 0.2699912 |
| U2 | hill | 17 | 0.1096774 | 1.7917595 | 0.1965156 |
| Led Zeppelin | dying | 23 | 0.1000000 | 1.7917595 | 0.1791759 |
| Killswitch Engage | element | 7 | 0.0958904 | 1.7917595 | 0.1718126 |
| Iron Maiden | village | 14 | 0.0927152 | 1.7917595 | 0.1661234 |
| Led Zeppelin | foot | 21 | 0.0913043 | 1.7917595 | 0.1635954 |
| Led Zeppelin | trampled | 21 | 0.0913043 | 1.7917595 | 0.1635954 |
| Iron Maiden | midnight | 13 | 0.0860927 | 1.7917595 | 0.1542574 |
| Iron Maiden | minutes | 13 | 0.0860927 | 1.7917595 | 0.1542574 |
| Killswitch Engage | days | 5 | 0.0684932 | 1.7917595 | 0.1227233 |
| Killswitch Engage | numbered | 5 | 0.0684932 | 1.7917595 | 0.1227233 |
| Elton John | it’s | 8 | 0.0661157 | 1.7917595 | 0.1184634 |
| Elton John | kill | 8 | 0.0661157 | 1.7917595 | 0.1184634 |
| Elton John | mellow | 8 | 0.0661157 | 1.7917595 | 0.1184634 |
| Elton John | rocket | 8 | 0.0661157 | 1.7917595 | 0.1184634 |
| U2 | mining | 10 | 0.0645161 | 1.7917595 | 0.1155974 |
| U2 | red | 10 | 0.0645161 | 1.7917595 | 0.1155974 |
| U2 | town | 10 | 0.0645161 | 1.7917595 | 0.1155974 |
| Daft Punk | digital | 8 | 0.0615385 | 1.7917595 | 0.1102621 |
| Daft Punk | love | 8 | 0.0615385 | 1.7917595 | 0.1102621 |
| U2 | god’s | 9 | 0.0580645 | 1.7917595 | 0.1040376 |
| Elton John | amy | 7 | 0.0578512 | 1.7917595 | 0.1036555 |
| Elton John | cat | 7 | 0.0578512 | 1.7917595 | 0.1036555 |
| Elton John | hatters | 7 | 0.0578512 | 1.7917595 | 0.1036555 |
| Elton John | hercules | 7 | 0.0578512 | 1.7917595 | 0.1036555 |
| Elton John | honky | 7 | 0.0578512 | 1.7917595 | 0.1036555 |
| Elton John | lisas | 7 | 0.0578512 | 1.7917595 | 0.1036555 |
| Elton John | mad | 7 | 0.0578512 | 1.7917595 | 0.1036555 |
| Elton John | mona | 7 | 0.0578512 | 1.7917595 | 0.1036555 |
| Elton John | salvation | 7 | 0.0578512 | 1.7917595 | 0.1036555 |
| Led Zeppelin | kashmir | 13 | 0.0565217 | 1.7917595 | 0.1012734 |
| Led Zeppelin | seaside | 13 | 0.0565217 | 1.7917595 | 0.1012734 |
| Daft Punk | time | 18 | 0.1384615 | 0.6931472 | 0.0959742 |
| Iron Maiden | aces | 8 | 0.0529801 | 1.7917595 | 0.0949277 |
| U2 | blue | 8 | 0.0516129 | 1.7917595 | 0.0924779 |
| U2 | bullet | 8 | 0.0516129 | 1.7917595 | 0.0924779 |
| U2 | sky | 8 | 0.0516129 | 1.7917595 | 0.0924779 |
| U2 | streets | 8 | 0.0516129 | 1.7917595 | 0.0924779 |
| U2 | trip | 8 | 0.0516129 | 1.7917595 | 0.0924779 |
| U2 | wires | 8 | 0.0516129 | 1.7917595 | 0.0924779 |
| Led Zeppelin | rover | 11 | 0.0478261 | 1.7917595 | 0.0856928 |
| Led Zeppelin | sick | 11 | 0.0478261 | 1.7917595 | 0.0856928 |
| Iron Maiden | blade | 7 | 0.0463576 | 1.7917595 | 0.0830617 |
| Iron Maiden | duellists | 7 | 0.0463576 | 1.7917595 | 0.0830617 |
| Iron Maiden | flash | 7 | 0.0463576 | 1.7917595 | 0.0830617 |
| Iron Maiden | powerslave | 7 | 0.0463576 | 1.7917595 | 0.0830617 |
| Killswitch Engage | balance | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Killswitch Engage | barely | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Killswitch Engage | breathing | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Killswitch Engage | broken | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Killswitch Engage | darkness | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Killswitch Engage | fixation | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Killswitch Engage | infra | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Killswitch Engage | inside | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Killswitch Engage | life | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Killswitch Engage | lifeless | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Killswitch Engage | revolution | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Killswitch Engage | rise | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Killswitch Engage | serenade | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Killswitch Engage | sons | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Killswitch Engage | vide | 3 | 0.0410959 | 1.7917595 | 0.0736340 |
| Led Zeppelin | flight | 9 | 0.0391304 | 1.7917595 | 0.0701123 |
| Led Zeppelin | night | 9 | 0.0391304 | 1.7917595 | 0.0701123 |
| Led Zeppelin | time | 23 | 0.1000000 | 0.6931472 | 0.0693147 |
We see lots of familiar lyric words here which we can trace clearly back to individual songs. There are also specific narrative elements for individual songs, like Daft Punk’s “Harder, Better, Faster, Stronger”, we can see almost the entire chorus structure (we do know it’s highly repetitive!). True to the nature of the TF-IDF metric, the words to this song are really only found in this song and very unlikely elsewhere.
Same goes for “rocket” in Elton John’s Rocket Man, “(two) minutes (to) midnight” in Iron Maiden, “numbered days” in Killswitch Engage, “Kashmir” in Led Zeppelin, and “red hill mining town” in U2. These are all curiously exclusive to the songs they are found in.
While this really doesn’t tell us anything new, this can still be useful insight and information to be aware of prior to designing and training any models and exploring topic modelling.
Some questions we can ask before heading into sentiment analysis and machine learning:
Sentiment analysis is a type of text mining which aims to determine the opinion and subjectivity of its content. When applied to song lyrics, the results can be representative of the artist’s attitude as well as their influences.
Natural Language Processing (NLP) is another methodology used in mining text. It tries to decipher the ambiguities in written language by tokenization, clustering, extracting entity and word relationships, and using algorithms to identify themes and quantify subjective information. This analysis in earlier sections touched on the basics of NLP, via exploring the lexical complexity of song lyrics (word frequencies, lexical diversity “vocabulary” and lexical density “repetition”).
a. NRC Emotional Sentiment
There are different methods which can be used for sentiment analysis. For this analysis we will explore our collection of songs using a predefined lexical dictionary (lexicon) named NRC.
The NRC lexicon assigns words into one or more of ten categories: positive, negative, anger, anticipation, disgust, fear, joy, sadness, surprise, and trust.
We will use the tidytext package and call in the NRC lexicon by using the get_sentiments() function when creating our data frame.
Let’s observe how the NRC lexicon triages our song lyric words into the emotional sentiments.
This is a very dense visualisation, difficult to distinguise any clear patterns.
Let’s summarise this down to word counts by emotional sentiment.
So how do these album’s make us feel when we listen to them?
I have always suspected Daft Punk’s Discovery to be jovial and energetic. I am glad to see anticipation, joy and trust rate highly for this album.
Equally for Killswitch Engage’s Alive or Just Breathing, this album tells stories with much sadness, anger and fear. Not very surprising these emotions rate highly for this album.
b. NGrams, bi-grams & tri-grams
Earlier in this analysis we explored single word (or unigram) frequency counts. This section is dedicated to exploring what precedes and follows the most common words we have identified in our collection of songs.
We have the option at this point to remove stop words and undesirable words before calculating the bi-grams and tri-grams. For this piece, only the undesirable words have been removed. It would be interesting to observe the “direction” of the song lyrics, are songs written as one person toward another, a group of people, us versus them, collective “we”, directive “you”. Let’s take a look!
The lasting “sentiments” from obseving these bi-grams and tri-grams:
c. Bi-gram network analysis
From our Bi-Gram constructs we can create a network graph using the ggraph and igraph packages. We can arrange words into connected nodes, with selected “centring words” at the centres.
From our earlier inspection of unigram word frequencies, the following high-frequency “centering words” have been selected:
"hey","feel","gonna","people","yeah","love","light","time", "life"
Our dataset will be grouped up, to represent all songs, for all artists and albums.
This is just a simple network graph to demonstrate the various methods we can use to visualise our song lyric data.
For any songwriter’s out there, perhaps this could be useful in identifying lyric constructs?
d. Pair-wise comparisons
Which songs are similar to each other in lyrical content? We can explore this by finding the pairwise correlation of lyric (word) frequencies within each song, using the pairwise_cor() function from the widyr package.
The assumption here is, the higher the correlation factor the higher the similarity between songs.
We will remove stop words for this analysis, to allow us to observe more meaningful results.
| item1 | item2 | correlation |
|---|---|---|
| Mona Lisas and Mad Hatters | Down By The Seaside | 0.4084525 |
| Down By The Seaside | Mona Lisas and Mad Hatters | 0.4084525 |
| Something About Us | Rise Inside | 0.3776516 |
| Rise Inside | Something About Us | 0.3776516 |
| Boogie With Stu | Kashmir | 0.3399385 |
| Kashmir | Boogie With Stu | 0.3399385 |
| Life To Lifeless | Something About Us | 0.3397106 |
| Something About Us | Life To Lifeless | 0.3397106 |
| Rise Inside | One More Time | 0.3026264 |
| One More Time | Rise Inside | 0.3026264 |
| Exit | Where the Streets Have No Name | 0.2733509 |
| Where the Streets Have No Name | Exit | 0.2733509 |
| Ten Years Gone | Too Long | 0.2690703 |
| Too Long | Ten Years Gone | 0.2690703 |
| Fixation On The Darkness | Something About Us | 0.2639465 |
| Something About Us | Fixation On The Darkness | 0.2639465 |
| Something About Us | Numbered Days | 0.2612855 |
| Numbered Days | Something About Us | 0.2612855 |
| Exit | Trampled Under Foot | 0.2566491 |
| Trampled Under Foot | Exit | 0.2566491 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Rise Inside | 0.2521002 |
| Rise Inside | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.2521002 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | One More Time | 0.2508292 |
| One More Time | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.2508292 |
| Temple From The Within | Something About Us | 0.2498714 |
| Something About Us | Temple From The Within | 0.2498714 |
| Night Flight | Custard Pie | 0.2419689 |
| Custard Pie | Night Flight | 0.2419689 |
| Rise Inside | Numbered Days | 0.2360290 |
| Numbered Days | Rise Inside | 0.2360290 |
| Where the Streets Have No Name | Trampled Under Foot | 0.2308482 |
| Trampled Under Foot | Where the Streets Have No Name | 0.2308482 |
| The Rover | Exit | 0.2298491 |
| Exit | The Rover | 0.2298491 |
| Red Hill Mining Town | One Tree Hill | 0.2219678 |
| One Tree Hill | Red Hill Mining Town | 0.2219678 |
| In My Time Of Dying | Mothers of the Disappeared | 0.2186886 |
| Mothers of the Disappeared | In My Time Of Dying | 0.2186886 |
| Custard Pie | Black Country Woman | 0.2179815 |
| Black Country Woman | Custard Pie | 0.2179815 |
| Night Flight | Too Long | 0.2087329 |
| Too Long | Night Flight | 0.2087329 |
| Flash Of The Blade | Too Long | 0.2059935 |
| Too Long | Flash Of The Blade | 0.2059935 |
| The Wanton Song | Too Long | 0.1973240 |
| Too Long | The Wanton Song | 0.1973240 |
| Self Revolution | Something About Us | 0.1900625 |
| Something About Us | Self Revolution | 0.1900625 |
| Honky Cat | Hercules | 0.1840685 |
| Hercules | Honky Cat | 0.1840685 |
| Mona Lisas and Mad Hatters | I Still Haven’t Found What I’m Looking For | 0.1840236 |
| I Still Haven’t Found What I’m Looking For | Mona Lisas and Mad Hatters | 0.1840236 |
| Something About Us | One More Time | 0.1768529 |
| One More Time | Something About Us | 0.1768529 |
| Sick Again | Kashmir | 0.1750713 |
| Kashmir | Sick Again | 0.1750713 |
| Night Flight | Rise Inside | 0.1750542 |
| Rise Inside | Night Flight | 0.1750542 |
| Something About Us | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.1730590 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Something About Us | 0.1730590 |
| Digital Love | Kashmir | 0.1709104 |
| Kashmir | Digital Love | 0.1709104 |
| Powerslave | Numbered Days | 0.1669565 |
| Numbered Days | Powerslave | 0.1669565 |
| Slave | Powerslave | 0.1667541 |
| Powerslave | Slave | 0.1667541 |
| Boogie With Stu | Black Country Woman | 0.1627342 |
| Black Country Woman | Boogie With Stu | 0.1627342 |
| I Think I’m Going to Kill Myself | Something About Us | 0.1623354 |
| Something About Us | I Think I’m Going to Kill Myself | 0.1623354 |
| Life To Lifeless | Temple From The Within | 0.1622193 |
| Temple From The Within | Life To Lifeless | 0.1622193 |
| The Rover | Ten Years Gone | 0.1618805 |
| Ten Years Gone | The Rover | 0.1618805 |
| The Wanton Song | Numbered Days | 0.1612898 |
| Numbered Days | The Wanton Song | 0.1612898 |
| I Think I’m Going to Kill Myself | One More Time | 0.1595098 |
| One More Time | I Think I’m Going to Kill Myself | 0.1595098 |
| Trampled Under Foot | Black Country Woman | 0.1575585 |
| Black Country Woman | Trampled Under Foot | 0.1575585 |
| One Tree Hill | Rime Of The Ancient Mariner | 0.1554156 |
| Rime Of The Ancient Mariner | One Tree Hill | 0.1554156 |
| Life To Lifeless | Fixation On The Darkness | 0.1539518 |
| Fixation On The Darkness | Life To Lifeless | 0.1539518 |
| With or Without You | Aces High | 0.1524416 |
| Aces High | With or Without You | 0.1524416 |
| Fixation On The Darkness | Rise Inside | 0.1514740 |
| Rise Inside | Fixation On The Darkness | 0.1514740 |
| Ten Years Gone | Night Flight | 0.1500695 |
| Night Flight | Ten Years Gone | 0.1500695 |
| Salvation | In The Light | 0.1495222 |
| In The Light | Salvation | 0.1495222 |
| I Think I’m Going to Kill Myself | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.1481195 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | I Think I’m Going to Kill Myself | 0.1481195 |
| Ten Years Gone | One More Time | 0.1458780 |
| One More Time | Ten Years Gone | 0.1458780 |
| Night Flight | Aces High | 0.1448718 |
| Aces High | Night Flight | 0.1448718 |
| Exit | Red Hill Mining Town | 0.1399891 |
| Red Hill Mining Town | Exit | 0.1399891 |
| Night Flight | In The Light | 0.1394618 |
| In The Light | Night Flight | 0.1394618 |
| My Last Serenade | Numbered Days | 0.1382022 |
| Numbered Days | My Last Serenade | 0.1382022 |
| Fixation On The Darkness | In The Light | 0.1375793 |
| In The Light | Fixation On The Darkness | 0.1375793 |
| Temple From The Within | Too Long | 0.1371798 |
| Too Long | Temple From The Within | 0.1371798 |
| Something About Us | Rime Of The Ancient Mariner | 0.1371698 |
| Rime Of The Ancient Mariner | Something About Us | 0.1371698 |
| My Last Serenade | Powerslave | 0.1363218 |
| Powerslave | My Last Serenade | 0.1363218 |
| Life To Lifeless | Powerslave | 0.1355292 |
| Powerslave | Life To Lifeless | 0.1355292 |
| Ten Years Gone | Rise Inside | 0.1349751 |
| Rise Inside | Ten Years Gone | 0.1349751 |
| Life To Lifeless | Rime Of The Ancient Mariner | 0.1347041 |
| Rime Of The Ancient Mariner | Life To Lifeless | 0.1347041 |
| Custard Pie | Trampled Under Foot | 0.1338526 |
| Trampled Under Foot | Custard Pie | 0.1338526 |
| Digital Love | Too Long | 0.1304564 |
| Too Long | Digital Love | 0.1304564 |
| The Wanton Song | Rise Inside | 0.1302850 |
| Rise Inside | The Wanton Song | 0.1302850 |
| Slave | One More Time | 0.1296553 |
| One More Time | Slave | 0.1296553 |
| Life To Lifeless | In The Light | 0.1291398 |
| In The Light | Life To Lifeless | 0.1291398 |
| Amy | Where the Streets Have No Name | 0.1278101 |
| Where the Streets Have No Name | Amy | 0.1278101 |
| The Rover | Boogie With Stu | 0.1266687 |
| Boogie With Stu | The Rover | 0.1266687 |
| Mellow | Too Long | 0.1266384 |
| Too Long | Mellow | 0.1266384 |
| One Tree Hill | Down By The Seaside | 0.1259314 |
| Down By The Seaside | One Tree Hill | 0.1259314 |
| I Think I’m Going to Kill Myself | Ten Years Gone | 0.1258393 |
| Ten Years Gone | I Think I’m Going to Kill Myself | 0.1258393 |
| Something About Us | Mellow | 0.1253969 |
| Mellow | Something About Us | 0.1253969 |
| Ten Years Gone | Exit | 0.1248239 |
| Exit | Ten Years Gone | 0.1248239 |
| Salvation | Too Long | 0.1247943 |
| Too Long | Salvation | 0.1247943 |
| My Last Serenade | Too Long | 0.1244946 |
| Too Long | My Last Serenade | 0.1244946 |
| The Wanton Song | Night Flight | 0.1238270 |
| Night Flight | The Wanton Song | 0.1238270 |
| In My Time Of Dying | One More Time | 0.1237351 |
| One More Time | In My Time Of Dying | 0.1237351 |
| Ten Years Gone | Trampled Under Foot | 0.1226904 |
| Trampled Under Foot | Ten Years Gone | 0.1226904 |
| Sick Again | Digital Love | 0.1197892 |
| Digital Love | Sick Again | 0.1197892 |
| Something About Us | Powerslave | 0.1193343 |
| Powerslave | Something About Us | 0.1193343 |
| The Wanton Song | Ten Years Gone | 0.1189626 |
| Ten Years Gone | The Wanton Song | 0.1189626 |
| Sick Again | Boogie With Stu | 0.1176981 |
| Boogie With Stu | Sick Again | 0.1176981 |
| My Last Serenade | Slave | 0.1154378 |
| Slave | My Last Serenade | 0.1154378 |
| Digital Love | One More Time | 0.1136521 |
| One More Time | Digital Love | 0.1136521 |
| Night Flight | Boogie With Stu | 0.1132205 |
| Boogie With Stu | Night Flight | 0.1132205 |
| Digital Love | Custard Pie | 0.1125432 |
| Custard Pie | Digital Love | 0.1125432 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Night Flight | 0.1121204 |
| Night Flight | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.1121204 |
| With or Without You | Red Hill Mining Town | 0.1119173 |
| Red Hill Mining Town | With or Without You | 0.1119173 |
| Ten Years Gone | Something About Us | 0.1118553 |
| Something About Us | Ten Years Gone | 0.1118553 |
| I Think I’m Going to Kill Myself | Down By The Seaside | 0.1114934 |
| Down By The Seaside | I Think I’m Going to Kill Myself | 0.1114934 |
| Red Hill Mining Town | Trampled Under Foot | 0.1109118 |
| Trampled Under Foot | Red Hill Mining Town | 0.1109118 |
| Vide Infra | Something About Us | 0.1098468 |
| Something About Us | Vide Infra | 0.1098468 |
| Ten Years Gone | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.1090831 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Ten Years Gone | 0.1090831 |
| Fixation On The Darkness | Down By The Seaside | 0.1087309 |
| Down By The Seaside | Fixation On The Darkness | 0.1087309 |
| Mellow | One More Time | 0.1087265 |
| One More Time | Mellow | 0.1087265 |
| Night Flight | In My Time Of Dying | 0.1087064 |
| In My Time Of Dying | Night Flight | 0.1087064 |
| In God’s Country | Where the Streets Have No Name | 0.1084671 |
| Where the Streets Have No Name | In God’s Country | 0.1084671 |
| Temple From The Within | Rise Inside | 0.1076364 |
| Rise Inside | Temple From The Within | 0.1076364 |
| Just Barely Breathing | Mothers of the Disappeared | 0.1073681 |
| Mothers of the Disappeared | Just Barely Breathing | 0.1073681 |
| I Think I’m Going to Kill Myself | Custard Pie | 0.1073294 |
| Custard Pie | I Think I’m Going to Kill Myself | 0.1073294 |
| Too Long | One More Time | 0.1069355 |
| One More Time | Too Long | 0.1069355 |
| One Tree Hill | Running to Stand Still | 0.1056063 |
| Running to Stand Still | One Tree Hill | 0.1056063 |
| The Duellists | Rise Inside | 0.1049745 |
| Rise Inside | The Duellists | 0.1049745 |
| To The Sons Of Man | The Element Of One | 0.1046446 |
| The Element Of One | To The Sons Of Man | 0.1046446 |
| Hercules | Kashmir | 0.1042918 |
| Kashmir | Hercules | 0.1042918 |
| The Wanton Song | In God’s Country | 0.1042036 |
| In God’s Country | The Wanton Song | 0.1042036 |
| Ten Years Gone | Where the Streets Have No Name | 0.1035893 |
| Where the Streets Have No Name | Ten Years Gone | 0.1035893 |
| Night Flight | One More Time | 0.1026764 |
| One More Time | Night Flight | 0.1026764 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | In My Time Of Dying | 0.1018161 |
| In My Time Of Dying | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.1018161 |
| Red Hill Mining Town | Where the Streets Have No Name | 0.1009918 |
| Where the Streets Have No Name | Red Hill Mining Town | 0.1009918 |
| Ten Years Gone | Harder, Better, Faster, Stronger | 0.1008756 |
| Harder, Better, Faster, Stronger | Ten Years Gone | 0.1008756 |
| Where the Streets Have No Name | Down By The Seaside | 0.1004367 |
| Down By The Seaside | Where the Streets Have No Name | 0.1004367 |
| Night Flight | Kashmir | 0.1003692 |
| Kashmir | Night Flight | 0.1003692 |
| Something About Us | Exit | 0.0999809 |
| Exit | Something About Us | 0.0999809 |
| Numbered Days | One More Time | 0.0999477 |
| One More Time | Numbered Days | 0.0999477 |
| The Rover | Numbered Days | 0.0988134 |
| Numbered Days | The Rover | 0.0988134 |
| Night Flight | Digital Love | 0.0983267 |
| Digital Love | Night Flight | 0.0983267 |
| Down By The Seaside | Rise Inside | 0.0982193 |
| Rise Inside | Down By The Seaside | 0.0982193 |
| Mothers of the Disappeared | Bullet the Blue Sky | 0.0980964 |
| Bullet the Blue Sky | Mothers of the Disappeared | 0.0980964 |
| I Still Haven’t Found What I’m Looking For | One Tree Hill | 0.0978866 |
| One Tree Hill | I Still Haven’t Found What I’m Looking For | 0.0978866 |
| Mothers of the Disappeared | Down By The Seaside | 0.0976211 |
| Down By The Seaside | Mothers of the Disappeared | 0.0976211 |
| Powerslave | Aces High | 0.0970893 |
| Aces High | Powerslave | 0.0970893 |
| Sick Again | Ten Years Gone | 0.0957662 |
| Ten Years Gone | Sick Again | 0.0957662 |
| Self Revolution | Temple From The Within | 0.0956687 |
| Temple From The Within | Self Revolution | 0.0956687 |
| Fixation On The Darkness | To The Sons Of Man | 0.0954648 |
| To The Sons Of Man | Fixation On The Darkness | 0.0954648 |
| Ten Years Gone | In My Time Of Dying | 0.0953499 |
| In My Time Of Dying | Ten Years Gone | 0.0953499 |
| The Wanton Song | Down By The Seaside | 0.0953418 |
| Down By The Seaside | The Wanton Song | 0.0953418 |
| The Wanton Song | One Tree Hill | 0.0949523 |
| One Tree Hill | The Wanton Song | 0.0949523 |
| Self Revolution | Fixation On The Darkness | 0.0949178 |
| Fixation On The Darkness | Self Revolution | 0.0949178 |
| Something About Us | Trampled Under Foot | 0.0933753 |
| Trampled Under Foot | Something About Us | 0.0933753 |
| Night Flight | Down By The Seaside | 0.0932346 |
| Down By The Seaside | Night Flight | 0.0932346 |
| Powerslave | Harder, Better, Faster, Stronger | 0.0929115 |
| Harder, Better, Faster, Stronger | Powerslave | 0.0929115 |
| Vide Infra | Temple From The Within | 0.0925075 |
| Temple From The Within | Vide Infra | 0.0925075 |
| Powerslave | Rime Of The Ancient Mariner | 0.0923379 |
| Rime Of The Ancient Mariner | Powerslave | 0.0923379 |
| I Think I’m Going to Kill Myself | Kashmir | 0.0919634 |
| Kashmir | I Think I’m Going to Kill Myself | 0.0919634 |
| I Think I’m Going to Kill Myself | Rise Inside | 0.0919137 |
| Rise Inside | I Think I’m Going to Kill Myself | 0.0919137 |
| Where the Streets Have No Name | Mellow | 0.0911723 |
| Mellow | Where the Streets Have No Name | 0.0911723 |
| Digital Love | Mellow | 0.0910767 |
| Mellow | Digital Love | 0.0910767 |
| Mona Lisas and Mad Hatters | Digital Love | 0.0909889 |
| Digital Love | Mona Lisas and Mad Hatters | 0.0909889 |
| Something About Us | Where the Streets Have No Name | 0.0884226 |
| Where the Streets Have No Name | Something About Us | 0.0884226 |
| Trip Through Your Wires | Bullet the Blue Sky | 0.0884104 |
| Bullet the Blue Sky | Trip Through Your Wires | 0.0884104 |
| Exit | Mellow | 0.0882349 |
| Mellow | Exit | 0.0882349 |
| Fixation On The Darkness | Temple From The Within | 0.0877259 |
| Temple From The Within | Fixation On The Darkness | 0.0877259 |
| In God’s Country | One Tree Hill | 0.0877150 |
| One Tree Hill | In God’s Country | 0.0877150 |
| Night Flight | Black Country Woman | 0.0874281 |
| Black Country Woman | Night Flight | 0.0874281 |
| The Wanton Song | One More Time | 0.0873518 |
| One More Time | The Wanton Song | 0.0873518 |
| Slave | Running to Stand Still | 0.0873432 |
| Running to Stand Still | Slave | 0.0873432 |
| Self Revolution | Life To Lifeless | 0.0865888 |
| Life To Lifeless | Self Revolution | 0.0865888 |
| One Tree Hill | Aces High | 0.0864509 |
| Aces High | One Tree Hill | 0.0864509 |
| Something About Us | Night Flight | 0.0860520 |
| Night Flight | Something About Us | 0.0860520 |
| The Wanton Song | Temple From The Within | 0.0855220 |
| Temple From The Within | The Wanton Song | 0.0855220 |
| Trampled Under Foot | Rise Inside | 0.0853139 |
| Rise Inside | Trampled Under Foot | 0.0853139 |
| Mona Lisas and Mad Hatters | In My Time Of Dying | 0.0836531 |
| In My Time Of Dying | Mona Lisas and Mad Hatters | 0.0836531 |
| The Rover | In My Time Of Dying | 0.0835478 |
| In My Time Of Dying | The Rover | 0.0835478 |
| The Wanton Song | Something About Us | 0.0834116 |
| Something About Us | The Wanton Song | 0.0834116 |
| Slave | Red Hill Mining Town | 0.0833332 |
| Red Hill Mining Town | Slave | 0.0833332 |
| Life To Lifeless | The Duellists | 0.0820753 |
| The Duellists | Life To Lifeless | 0.0820753 |
| Mona Lisas and Mad Hatters | Night Flight | 0.0819187 |
| Night Flight | Mona Lisas and Mad Hatters | 0.0819187 |
| Vide Infra | Sick Again | 0.0807316 |
| Sick Again | Vide Infra | 0.0807316 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Numbered Days | 0.0799394 |
| Numbered Days | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0799394 |
| The Rover | Where the Streets Have No Name | 0.0798522 |
| Where the Streets Have No Name | The Rover | 0.0798522 |
| Life To Lifeless | Numbered Days | 0.0796236 |
| Numbered Days | Life To Lifeless | 0.0796236 |
| My Last Serenade | One Tree Hill | 0.0792197 |
| One Tree Hill | My Last Serenade | 0.0792197 |
| In God’s Country | Exit | 0.0792019 |
| Exit | In God’s Country | 0.0792019 |
| In The Light | Too Long | 0.0791215 |
| Too Long | In The Light | 0.0791215 |
| Susie (Dramas) | One Tree Hill | 0.0789831 |
| One Tree Hill | Susie (Dramas) | 0.0789831 |
| Aces High | Down By The Seaside | 0.0788946 |
| Down By The Seaside | Aces High | 0.0788946 |
| I Think I’m Going to Kill Myself | Night Flight | 0.0788659 |
| Night Flight | I Think I’m Going to Kill Myself | 0.0788659 |
| Kashmir | One More Time | 0.0786881 |
| One More Time | Kashmir | 0.0786881 |
| In God’s Country | Trampled Under Foot | 0.0781734 |
| Trampled Under Foot | In God’s Country | 0.0781734 |
| In God’s Country | Bullet the Blue Sky | 0.0781236 |
| Bullet the Blue Sky | In God’s Country | 0.0781236 |
| Exit | Two Minutes To Midnight | 0.0779740 |
| Two Minutes To Midnight | Exit | 0.0779740 |
| I Think I’m Going to Kill Myself | Salvation | 0.0777642 |
| Salvation | I Think I’m Going to Kill Myself | 0.0777642 |
| Exit | One Tree Hill | 0.0774870 |
| One Tree Hill | Exit | 0.0774870 |
| In God’s Country | Down By The Seaside | 0.0771354 |
| Down By The Seaside | In God’s Country | 0.0771354 |
| Honky Cat | Mona Lisas and Mad Hatters | 0.0765800 |
| Mona Lisas and Mad Hatters | Honky Cat | 0.0765800 |
| Vide Infra | Fixation On The Darkness | 0.0760146 |
| Fixation On The Darkness | Vide Infra | 0.0760146 |
| I Think I’m Going to Kill Myself | Two Minutes To Midnight | 0.0759181 |
| Two Minutes To Midnight | I Think I’m Going to Kill Myself | 0.0759181 |
| Custard Pie | Kashmir | 0.0753865 |
| Kashmir | Custard Pie | 0.0753865 |
| Mona Lisas and Mad Hatters | In The Light | 0.0750381 |
| In The Light | Mona Lisas and Mad Hatters | 0.0750381 |
| Something About Us | Hercules | 0.0743641 |
| Hercules | Something About Us | 0.0743641 |
| Ten Years Gone | Mellow | 0.0742534 |
| Mellow | Ten Years Gone | 0.0742534 |
| My Last Serenade | Temple From The Within | 0.0739942 |
| Temple From The Within | My Last Serenade | 0.0739942 |
| The Rover | Mothers of the Disappeared | 0.0739004 |
| Mothers of the Disappeared | The Rover | 0.0739004 |
| Trip Through Your Wires | I Still Haven’t Found What I’m Looking For | 0.0735926 |
| I Still Haven’t Found What I’m Looking For | Trip Through Your Wires | 0.0735926 |
| With or Without You | The Wanton Song | 0.0735512 |
| The Wanton Song | With or Without You | 0.0735512 |
| Exit | Digital Love | 0.0733944 |
| Digital Love | Exit | 0.0733944 |
| In God’s Country | Digital Love | 0.0733091 |
| Digital Love | In God’s Country | 0.0733091 |
| The Wanton Song | Red Hill Mining Town | 0.0728840 |
| Red Hill Mining Town | The Wanton Song | 0.0728840 |
| Something About Us | Down By The Seaside | 0.0728742 |
| Down By The Seaside | Something About Us | 0.0728742 |
| Fixation On The Darkness | Numbered Days | 0.0728678 |
| Numbered Days | Fixation On The Darkness | 0.0728678 |
| Exit | Too Long | 0.0726623 |
| Too Long | Exit | 0.0726623 |
| Mellow | Trampled Under Foot | 0.0724203 |
| Trampled Under Foot | Mellow | 0.0724203 |
| Sick Again | Night Flight | 0.0722232 |
| Night Flight | Sick Again | 0.0722232 |
| Sick Again | The Element Of One | 0.0721443 |
| The Element Of One | Sick Again | 0.0721443 |
| Fixation On The Darkness | Ten Years Gone | 0.0716962 |
| Ten Years Gone | Fixation On The Darkness | 0.0716962 |
| Down By The Seaside | Trampled Under Foot | 0.0716068 |
| Trampled Under Foot | Down By The Seaside | 0.0716068 |
| I Think I’m Going to Kill Myself | Mona Lisas and Mad Hatters | 0.0715062 |
| Mona Lisas and Mad Hatters | I Think I’m Going to Kill Myself | 0.0715062 |
| Sick Again | When The Balance Is Broken | 0.0707124 |
| When The Balance Is Broken | Sick Again | 0.0707124 |
| Red Hill Mining Town | Running to Stand Still | 0.0702840 |
| Running to Stand Still | Red Hill Mining Town | 0.0702840 |
| With or Without You | Exit | 0.0700250 |
| Exit | With or Without You | 0.0700250 |
| The Wanton Song | Mothers of the Disappeared | 0.0696166 |
| Mothers of the Disappeared | The Wanton Song | 0.0696166 |
| Custard Pie | Boogie With Stu | 0.0693006 |
| Boogie With Stu | Custard Pie | 0.0693006 |
| Rime Of The Ancient Mariner | Numbered Days | 0.0688854 |
| Numbered Days | Rime Of The Ancient Mariner | 0.0688854 |
| The Duellists | Flash Of The Blade | 0.0688448 |
| Flash Of The Blade | The Duellists | 0.0688448 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Custard Pie | 0.0687347 |
| Custard Pie | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0687347 |
| Mellow | Rise Inside | 0.0684738 |
| Rise Inside | Mellow | 0.0684738 |
| Ten Years Gone | Flash Of The Blade | 0.0682547 |
| Flash Of The Blade | Ten Years Gone | 0.0682547 |
| Trampled Under Foot | In The Light | 0.0682268 |
| In The Light | Trampled Under Foot | 0.0682268 |
| In My Time Of Dying | Rise Inside | 0.0680733 |
| Rise Inside | In My Time Of Dying | 0.0680733 |
| Ten Years Gone | Black Country Woman | 0.0678561 |
| Black Country Woman | Ten Years Gone | 0.0678561 |
| Red Hill Mining Town | Bullet the Blue Sky | 0.0669691 |
| Bullet the Blue Sky | Red Hill Mining Town | 0.0669691 |
| Digital Love | Rise Inside | 0.0666314 |
| Rise Inside | Digital Love | 0.0666314 |
| The Wanton Song | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0664779 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | The Wanton Song | 0.0664779 |
| The Rover | Rise Inside | 0.0658044 |
| Rise Inside | The Rover | 0.0658044 |
| The Wanton Song | The Element Of One | 0.0646836 |
| The Element Of One | The Wanton Song | 0.0646836 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Harder, Better, Faster, Stronger | 0.0645464 |
| Harder, Better, Faster, Stronger | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0645464 |
| My Last Serenade | Rise Inside | 0.0644672 |
| Rise Inside | My Last Serenade | 0.0644672 |
| Where the Streets Have No Name | Too Long | 0.0644339 |
| Too Long | Where the Streets Have No Name | 0.0644339 |
| Mona Lisas and Mad Hatters | In God’s Country | 0.0639451 |
| In God’s Country | Mona Lisas and Mad Hatters | 0.0639451 |
| Fixation On The Darkness | Night Flight | 0.0637429 |
| Night Flight | Fixation On The Darkness | 0.0637429 |
| Slave | Trampled Under Foot | 0.0635522 |
| Trampled Under Foot | Slave | 0.0635522 |
| Vide Infra | Life To Lifeless | 0.0634929 |
| Life To Lifeless | Vide Infra | 0.0634929 |
| In My Time Of Dying | Down By The Seaside | 0.0632933 |
| Down By The Seaside | In My Time Of Dying | 0.0632933 |
| Ten Years Gone | Salvation | 0.0629963 |
| Salvation | Ten Years Gone | 0.0629963 |
| I Still Haven’t Found What I’m Looking For | Down By The Seaside | 0.0627630 |
| Down By The Seaside | I Still Haven’t Found What I’m Looking For | 0.0627630 |
| I Think I’m Going to Kill Myself | Numbered Days | 0.0624295 |
| Numbered Days | I Think I’m Going to Kill Myself | 0.0624295 |
| The Wanton Song | Digital Love | 0.0623815 |
| Digital Love | The Wanton Song | 0.0623815 |
| Just Barely Breathing | The Element Of One | 0.0623747 |
| The Element Of One | Just Barely Breathing | 0.0623747 |
| Where the Streets Have No Name | Rise Inside | 0.0622270 |
| Rise Inside | Where the Streets Have No Name | 0.0622270 |
| With or Without You | Ten Years Gone | 0.0617522 |
| Ten Years Gone | With or Without You | 0.0617522 |
| Sick Again | Running to Stand Still | 0.0617302 |
| Running to Stand Still | Sick Again | 0.0617302 |
| With or Without You | Sick Again | 0.0612648 |
| Sick Again | With or Without You | 0.0612648 |
| Temple From The Within | Mothers of the Disappeared | 0.0611932 |
| Mothers of the Disappeared | Temple From The Within | 0.0611932 |
| My Last Serenade | Fixation On The Darkness | 0.0609310 |
| Fixation On The Darkness | My Last Serenade | 0.0609310 |
| Rime Of The Ancient Mariner | In The Light | 0.0608119 |
| In The Light | Rime Of The Ancient Mariner | 0.0608119 |
| Salvation | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0606061 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Salvation | 0.0606061 |
| I Think I’m Going to Kill Myself | Boogie With Stu | 0.0601246 |
| Boogie With Stu | I Think I’m Going to Kill Myself | 0.0601246 |
| Kashmir | In The Light | 0.0598859 |
| In The Light | Kashmir | 0.0598859 |
| Down By The Seaside | One More Time | 0.0597224 |
| One More Time | Down By The Seaside | 0.0597224 |
| Something About Us | In The Light | 0.0595522 |
| In The Light | Something About Us | 0.0595522 |
| Sick Again | Hercules | 0.0594109 |
| Hercules | Sick Again | 0.0594109 |
| The Wanton Song | I Still Haven’t Found What I’m Looking For | 0.0587732 |
| I Still Haven’t Found What I’m Looking For | The Wanton Song | 0.0587732 |
| Fixation On The Darkness | Mona Lisas and Mad Hatters | 0.0587717 |
| Mona Lisas and Mad Hatters | Fixation On The Darkness | 0.0587717 |
| Fixation On The Darkness | Two Minutes To Midnight | 0.0580793 |
| Two Minutes To Midnight | Fixation On The Darkness | 0.0580793 |
| Sick Again | Bullet the Blue Sky | 0.0580549 |
| Bullet the Blue Sky | Sick Again | 0.0580549 |
| Ten Years Gone | Kashmir | 0.0572837 |
| Kashmir | Ten Years Gone | 0.0572837 |
| Salvation | Exit | 0.0568698 |
| Exit | Salvation | 0.0568698 |
| With or Without You | Powerslave | 0.0566717 |
| Powerslave | With or Without You | 0.0566717 |
| Down By The Seaside | Running to Stand Still | 0.0566106 |
| Running to Stand Still | Down By The Seaside | 0.0566106 |
| The Rover | Something About Us | 0.0565424 |
| Something About Us | The Rover | 0.0565424 |
| In God’s Country | Red Hill Mining Town | 0.0562035 |
| Red Hill Mining Town | In God’s Country | 0.0562035 |
| One Tree Hill | Kashmir | 0.0560351 |
| Kashmir | One Tree Hill | 0.0560351 |
| Slave | One Tree Hill | 0.0559006 |
| One Tree Hill | Slave | 0.0559006 |
| Ten Years Gone | One Tree Hill | 0.0558959 |
| One Tree Hill | Ten Years Gone | 0.0558959 |
| Something About Us | Digital Love | 0.0557862 |
| Digital Love | Something About Us | 0.0557862 |
| Something About Us | The Duellists | 0.0557771 |
| The Duellists | Something About Us | 0.0557771 |
| Ten Years Gone | Boogie With Stu | 0.0556212 |
| Boogie With Stu | Ten Years Gone | 0.0556212 |
| I Think I’m Going to Kill Myself | In My Time Of Dying | 0.0553774 |
| In My Time Of Dying | I Think I’m Going to Kill Myself | 0.0553774 |
| Susie (Dramas) | Something About Us | 0.0546814 |
| Something About Us | Susie (Dramas) | 0.0546814 |
| I Think I’m Going to Kill Myself | Fixation On The Darkness | 0.0546329 |
| Fixation On The Darkness | I Think I’m Going to Kill Myself | 0.0546329 |
| Slave | Rise Inside | 0.0544163 |
| Rise Inside | Slave | 0.0544163 |
| Sick Again | In God’s Country | 0.0544149 |
| In God’s Country | Sick Again | 0.0544149 |
| With or Without You | Harder, Better, Faster, Stronger | 0.0543503 |
| Harder, Better, Faster, Stronger | With or Without You | 0.0543503 |
| The Wanton Song | Slave | 0.0543318 |
| Slave | The Wanton Song | 0.0543318 |
| Kashmir | Running to Stand Still | 0.0542376 |
| Running to Stand Still | Kashmir | 0.0542376 |
| Red Hill Mining Town | Down By The Seaside | 0.0540115 |
| Down By The Seaside | Red Hill Mining Town | 0.0540115 |
| Digital Love | Trampled Under Foot | 0.0538766 |
| Trampled Under Foot | Digital Love | 0.0538766 |
| With or Without You | Salvation | 0.0537916 |
| Salvation | With or Without You | 0.0537916 |
| Powerslave | Down By The Seaside | 0.0537189 |
| Down By The Seaside | Powerslave | 0.0537189 |
| In God’s Country | Trip Through Your Wires | 0.0535217 |
| Trip Through Your Wires | In God’s Country | 0.0535217 |
| In God’s Country | I Still Haven’t Found What I’m Looking For | 0.0532570 |
| I Still Haven’t Found What I’m Looking For | In God’s Country | 0.0532570 |
| Vide Infra | The Element Of One | 0.0531819 |
| The Element Of One | Vide Infra | 0.0531819 |
| The Wanton Song | In My Time Of Dying | 0.0531798 |
| In My Time Of Dying | The Wanton Song | 0.0531798 |
| Mothers of the Disappeared | Two Minutes To Midnight | 0.0530368 |
| Two Minutes To Midnight | Mothers of the Disappeared | 0.0530368 |
| Night Flight | Trampled Under Foot | 0.0529291 |
| Trampled Under Foot | Night Flight | 0.0529291 |
| Susie (Dramas) | Rise Inside | 0.0524900 |
| Rise Inside | Susie (Dramas) | 0.0524900 |
| Salvation | Night Flight | 0.0524689 |
| Night Flight | Salvation | 0.0524689 |
| Ten Years Gone | Digital Love | 0.0522437 |
| Digital Love | Ten Years Gone | 0.0522437 |
| Temple From The Within | Rime Of The Ancient Mariner | 0.0522243 |
| Rime Of The Ancient Mariner | Temple From The Within | 0.0522243 |
| Where the Streets Have No Name | Running to Stand Still | 0.0519761 |
| Running to Stand Still | Where the Streets Have No Name | 0.0519761 |
| Something About Us | In My Time Of Dying | 0.0518023 |
| In My Time Of Dying | Something About Us | 0.0518023 |
| To The Sons Of Man | Where the Streets Have No Name | 0.0517469 |
| Where the Streets Have No Name | To The Sons Of Man | 0.0517469 |
| Honky Cat | I Still Haven’t Found What I’m Looking For | 0.0516161 |
| I Still Haven’t Found What I’m Looking For | Honky Cat | 0.0516161 |
| Self Revolution | Rise Inside | 0.0512997 |
| Rise Inside | Self Revolution | 0.0512997 |
| Fixation On The Darkness | One More Time | 0.0512246 |
| One More Time | Fixation On The Darkness | 0.0512246 |
| Just Barely Breathing | Bullet the Blue Sky | 0.0508468 |
| Bullet the Blue Sky | Just Barely Breathing | 0.0508468 |
| Mothers of the Disappeared | Numbered Days | 0.0508230 |
| Numbered Days | Mothers of the Disappeared | 0.0508230 |
| The Wanton Song | Aces High | 0.0504939 |
| Aces High | The Wanton Song | 0.0504939 |
| Slave | Exit | 0.0504611 |
| Exit | Slave | 0.0504611 |
| Just Barely Breathing | The Wanton Song | 0.0504271 |
| The Wanton Song | Just Barely Breathing | 0.0504271 |
| Mona Lisas and Mad Hatters | Mothers of the Disappeared | 0.0497386 |
| Mothers of the Disappeared | Mona Lisas and Mad Hatters | 0.0497386 |
| Temple From The Within | Numbered Days | 0.0495884 |
| Numbered Days | Temple From The Within | 0.0495884 |
| Exit | Rise Inside | 0.0495272 |
| Rise Inside | Exit | 0.0495272 |
| Ten Years Gone | In The Light | 0.0494356 |
| In The Light | Ten Years Gone | 0.0494356 |
| Slave | The Duellists | 0.0493738 |
| The Duellists | Slave | 0.0493738 |
| Exit | Black Country Woman | 0.0491906 |
| Black Country Woman | Exit | 0.0491906 |
| Sick Again | Custard Pie | 0.0491159 |
| Custard Pie | Sick Again | 0.0491159 |
| Rime Of The Ancient Mariner | Running to Stand Still | 0.0489995 |
| Running to Stand Still | Rime Of The Ancient Mariner | 0.0489995 |
| Where the Streets Have No Name | Bullet the Blue Sky | 0.0489385 |
| Bullet the Blue Sky | Where the Streets Have No Name | 0.0489385 |
| Sick Again | Salvation | 0.0488420 |
| Salvation | Sick Again | 0.0488420 |
| With or Without You | Temple From The Within | 0.0486193 |
| Temple From The Within | With or Without You | 0.0486193 |
| The Wanton Song | Exit | 0.0485990 |
| Exit | The Wanton Song | 0.0485990 |
| I Still Haven’t Found What I’m Looking For | Bullet the Blue Sky | 0.0481046 |
| Bullet the Blue Sky | I Still Haven’t Found What I’m Looking For | 0.0481046 |
| Susie (Dramas) | Hercules | 0.0478782 |
| Hercules | Susie (Dramas) | 0.0478782 |
| Vide Infra | Self Revolution | 0.0478738 |
| Self Revolution | Vide Infra | 0.0478738 |
| I Still Haven’t Found What I’m Looking For | Where the Streets Have No Name | 0.0475085 |
| Where the Streets Have No Name | I Still Haven’t Found What I’m Looking For | 0.0475085 |
| Amy | Trampled Under Foot | 0.0473119 |
| Trampled Under Foot | Amy | 0.0473119 |
| Honky Cat | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0473068 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Honky Cat | 0.0473068 |
| One Tree Hill | Bullet the Blue Sky | 0.0473022 |
| Bullet the Blue Sky | One Tree Hill | 0.0473022 |
| With or Without You | Too Long | 0.0472485 |
| Too Long | With or Without You | 0.0472485 |
| Salvation | Trip Through Your Wires | 0.0472467 |
| Trip Through Your Wires | Salvation | 0.0472467 |
| I Think I’m Going to Kill Myself | Honky Cat | 0.0470605 |
| Honky Cat | I Think I’m Going to Kill Myself | 0.0470605 |
| Vide Infra | Black Country Woman | 0.0467867 |
| Black Country Woman | Vide Infra | 0.0467867 |
| My Last Serenade | Exit | 0.0467262 |
| Exit | My Last Serenade | 0.0467262 |
| Red Hill Mining Town | Boogie With Stu | 0.0461273 |
| Boogie With Stu | Red Hill Mining Town | 0.0461273 |
| The Wanton Song | My Last Serenade | 0.0460199 |
| My Last Serenade | The Wanton Song | 0.0460199 |
| In God’s Country | Aces High | 0.0459584 |
| Aces High | In God’s Country | 0.0459584 |
| Powerslave | Red Hill Mining Town | 0.0459501 |
| Red Hill Mining Town | Powerslave | 0.0459501 |
| I Still Haven’t Found What I’m Looking For | Aces High | 0.0459026 |
| Aces High | I Still Haven’t Found What I’m Looking For | 0.0459026 |
| Custard Pie | One More Time | 0.0458673 |
| One More Time | Custard Pie | 0.0458673 |
| Where the Streets Have No Name | One Tree Hill | 0.0458138 |
| One Tree Hill | Where the Streets Have No Name | 0.0458138 |
| Slave | Where the Streets Have No Name | 0.0457477 |
| Where the Streets Have No Name | Slave | 0.0457477 |
| In God’s Country | Rime Of The Ancient Mariner | 0.0453383 |
| Rime Of The Ancient Mariner | In God’s Country | 0.0453383 |
| The Wanton Song | The Rover | 0.0451524 |
| The Rover | The Wanton Song | 0.0451524 |
| The Rover | Red Hill Mining Town | 0.0451056 |
| Red Hill Mining Town | The Rover | 0.0451056 |
| In My Time Of Dying | Where the Streets Have No Name | 0.0450169 |
| Where the Streets Have No Name | In My Time Of Dying | 0.0450169 |
| Amy | Down By The Seaside | 0.0449261 |
| Down By The Seaside | Amy | 0.0449261 |
| The Wanton Song | Salvation | 0.0442600 |
| Salvation | The Wanton Song | 0.0442600 |
| Self Revolution | The Element Of One | 0.0440738 |
| The Element Of One | Self Revolution | 0.0440738 |
| Red Hill Mining Town | Mellow | 0.0438497 |
| Mellow | Red Hill Mining Town | 0.0438497 |
| Mothers of the Disappeared | Rime Of The Ancient Mariner | 0.0435941 |
| Rime Of The Ancient Mariner | Mothers of the Disappeared | 0.0435941 |
| Bullet the Blue Sky | Too Long | 0.0435147 |
| Too Long | Bullet the Blue Sky | 0.0435147 |
| Just Barely Breathing | In God’s Country | 0.0432743 |
| In God’s Country | Just Barely Breathing | 0.0432743 |
| The Element Of One | Temple From The Within | 0.0432059 |
| Temple From The Within | The Element Of One | 0.0432059 |
| Hercules | Digital Love | 0.0431464 |
| Digital Love | Hercules | 0.0431464 |
| The Wanton Song | Mellow | 0.0430309 |
| Mellow | The Wanton Song | 0.0430309 |
| Mona Lisas and Mad Hatters | Bullet the Blue Sky | 0.0429743 |
| Bullet the Blue Sky | Mona Lisas and Mad Hatters | 0.0429743 |
| Sick Again | I Think I’m Going to Kill Myself | 0.0425275 |
| I Think I’m Going to Kill Myself | Sick Again | 0.0425275 |
| Digital Love | Where the Streets Have No Name | 0.0424218 |
| Where the Streets Have No Name | Digital Love | 0.0424218 |
| Kashmir | Rise Inside | 0.0423107 |
| Rise Inside | Kashmir | 0.0423107 |
| The Wanton Song | Running to Stand Still | 0.0421088 |
| Running to Stand Still | The Wanton Song | 0.0421088 |
| Sick Again | One More Time | 0.0420707 |
| One More Time | Sick Again | 0.0420707 |
| One Tree Hill | Numbered Days | 0.0417308 |
| Numbered Days | One Tree Hill | 0.0417308 |
| Trip Through Your Wires | Where the Streets Have No Name | 0.0416047 |
| Where the Streets Have No Name | Trip Through Your Wires | 0.0416047 |
| Vide Infra | When The Balance Is Broken | 0.0416012 |
| When The Balance Is Broken | Vide Infra | 0.0416012 |
| Life To Lifeless | I Think I’m Going to Kill Myself | 0.0414066 |
| I Think I’m Going to Kill Myself | Life To Lifeless | 0.0414066 |
| Exit | Amy | 0.0413781 |
| Amy | Exit | 0.0413781 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Digital Love | 0.0412520 |
| Digital Love | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0412520 |
| Fixation On The Darkness | Powerslave | 0.0412048 |
| Powerslave | Fixation On The Darkness | 0.0412048 |
| Salvation | One More Time | 0.0411241 |
| One More Time | Salvation | 0.0411241 |
| Vide Infra | Digital Love | 0.0409484 |
| Digital Love | Vide Infra | 0.0409484 |
| The Wanton Song | Fixation On The Darkness | 0.0407137 |
| Fixation On The Darkness | The Wanton Song | 0.0407137 |
| Slave | In My Time Of Dying | 0.0405785 |
| In My Time Of Dying | Slave | 0.0405785 |
| Self Revolution | Mellow | 0.0400895 |
| Mellow | Self Revolution | 0.0400895 |
| Ten Years Gone | In God’s Country | 0.0398882 |
| In God’s Country | Ten Years Gone | 0.0398882 |
| Honky Cat | Susie (Dramas) | 0.0398043 |
| Susie (Dramas) | Honky Cat | 0.0398043 |
| One Tree Hill | Trampled Under Foot | 0.0397573 |
| Trampled Under Foot | One Tree Hill | 0.0397573 |
| Trampled Under Foot | One More Time | 0.0396449 |
| One More Time | Trampled Under Foot | 0.0396449 |
| The Wanton Song | To The Sons Of Man | 0.0395205 |
| To The Sons Of Man | The Wanton Song | 0.0395205 |
| Life To Lifeless | Rise Inside | 0.0394099 |
| Rise Inside | Life To Lifeless | 0.0394099 |
| Self Revolution | Numbered Days | 0.0390667 |
| Numbered Days | Self Revolution | 0.0390667 |
| I Think I’m Going to Kill Myself | Powerslave | 0.0389738 |
| Powerslave | I Think I’m Going to Kill Myself | 0.0389738 |
| Ten Years Gone | Numbered Days | 0.0389200 |
| Numbered Days | Ten Years Gone | 0.0389200 |
| Honky Cat | In My Time Of Dying | 0.0388528 |
| In My Time Of Dying | Honky Cat | 0.0388528 |
| Where the Streets Have No Name | Black Country Woman | 0.0387095 |
| Black Country Woman | Where the Streets Have No Name | 0.0387095 |
| In My Time Of Dying | Numbered Days | 0.0387045 |
| Numbered Days | In My Time Of Dying | 0.0387045 |
| The Rover | Salvation | 0.0386172 |
| Salvation | The Rover | 0.0386172 |
| In My Time Of Dying | Mellow | 0.0385113 |
| Mellow | In My Time Of Dying | 0.0385113 |
| The Wanton Song | Flash Of The Blade | 0.0384656 |
| Flash Of The Blade | The Wanton Song | 0.0384656 |
| My Last Serenade | The Duellists | 0.0382761 |
| The Duellists | My Last Serenade | 0.0382761 |
| Night Flight | Numbered Days | 0.0382193 |
| Numbered Days | Night Flight | 0.0382193 |
| Down By The Seaside | Numbered Days | 0.0382072 |
| Numbered Days | Down By The Seaside | 0.0382072 |
| My Last Serenade | Aces High | 0.0382018 |
| Aces High | My Last Serenade | 0.0382018 |
| When The Balance Is Broken | The Element Of One | 0.0379761 |
| The Element Of One | When The Balance Is Broken | 0.0379761 |
| The Rover | Trampled Under Foot | 0.0376723 |
| Trampled Under Foot | The Rover | 0.0376723 |
| Red Hill Mining Town | Custard Pie | 0.0374913 |
| Custard Pie | Red Hill Mining Town | 0.0374913 |
| In My Time Of Dying | Custard Pie | 0.0370931 |
| Custard Pie | In My Time Of Dying | 0.0370931 |
| The Duellists | Mellow | 0.0369969 |
| Mellow | The Duellists | 0.0369969 |
| The Rover | Mellow | 0.0366067 |
| Mellow | The Rover | 0.0366067 |
| Boogie With Stu | In The Light | 0.0366058 |
| In The Light | Boogie With Stu | 0.0366058 |
| Mona Lisas and Mad Hatters | Custard Pie | 0.0365808 |
| Custard Pie | Mona Lisas and Mad Hatters | 0.0365808 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Down By The Seaside | 0.0365571 |
| Down By The Seaside | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0365571 |
| Ten Years Gone | Custard Pie | 0.0363712 |
| Custard Pie | Ten Years Gone | 0.0363712 |
| To The Sons Of Man | Kashmir | 0.0363557 |
| Kashmir | To The Sons Of Man | 0.0363557 |
| Sick Again | Trampled Under Foot | 0.0363301 |
| Trampled Under Foot | Sick Again | 0.0363301 |
| Sick Again | Honky Cat | 0.0362934 |
| Honky Cat | Sick Again | 0.0362934 |
| Powerslave | The Duellists | 0.0361003 |
| The Duellists | Powerslave | 0.0361003 |
| The Rover | Mona Lisas and Mad Hatters | 0.0359963 |
| Mona Lisas and Mad Hatters | The Rover | 0.0359963 |
| Ten Years Gone | Down By The Seaside | 0.0358957 |
| Down By The Seaside | Ten Years Gone | 0.0358957 |
| When The Balance Is Broken | Running to Stand Still | 0.0358935 |
| Running to Stand Still | When The Balance Is Broken | 0.0358935 |
| Trip Through Your Wires | Too Long | 0.0356609 |
| Too Long | Trip Through Your Wires | 0.0356609 |
| Just Barely Breathing | With or Without You | 0.0356544 |
| With or Without You | Just Barely Breathing | 0.0356544 |
| The Wanton Song | Powerslave | 0.0356237 |
| Powerslave | The Wanton Song | 0.0356237 |
| The Rover | One More Time | 0.0355409 |
| One More Time | The Rover | 0.0355409 |
| Face To Face | Salvation | 0.0355244 |
| Salvation | Face To Face | 0.0355244 |
| Vide Infra | Numbered Days | 0.0354494 |
| Numbered Days | Vide Infra | 0.0354494 |
| Powerslave | Flash Of The Blade | 0.0354337 |
| Flash Of The Blade | Powerslave | 0.0354337 |
| Fixation On The Darkness | The Element Of One | 0.0353627 |
| The Element Of One | Fixation On The Darkness | 0.0353627 |
| Boogie With Stu | One More Time | 0.0351300 |
| One More Time | Boogie With Stu | 0.0351300 |
| Honky Cat | One More Time | 0.0351236 |
| One More Time | Honky Cat | 0.0351236 |
| Just Barely Breathing | Sick Again | 0.0350893 |
| Sick Again | Just Barely Breathing | 0.0350893 |
| Mothers of the Disappeared | Custard Pie | 0.0346266 |
| Custard Pie | Mothers of the Disappeared | 0.0346266 |
| To The Sons Of Man | Red Hill Mining Town | 0.0345586 |
| Red Hill Mining Town | To The Sons Of Man | 0.0345586 |
| Slave | Amy | 0.0343870 |
| Amy | Slave | 0.0343870 |
| Vide Infra | In God’s Country | 0.0340487 |
| In God’s Country | Vide Infra | 0.0340487 |
| Face To Face | Black Country Woman | 0.0339904 |
| Black Country Woman | Face To Face | 0.0339904 |
| Susie (Dramas) | One More Time | 0.0339041 |
| One More Time | Susie (Dramas) | 0.0339041 |
| Honky Cat | One Tree Hill | 0.0338892 |
| One Tree Hill | Honky Cat | 0.0338892 |
| Amy | One Tree Hill | 0.0337984 |
| One Tree Hill | Amy | 0.0337984 |
| Temple From The Within | Slave | 0.0337788 |
| Slave | Temple From The Within | 0.0337788 |
| When The Balance Is Broken | Temple From The Within | 0.0337536 |
| Temple From The Within | When The Balance Is Broken | 0.0337536 |
| With or Without You | Kashmir | 0.0336626 |
| Kashmir | With or Without You | 0.0336626 |
| Night Flight | Exit | 0.0336189 |
| Exit | Night Flight | 0.0336189 |
| Night Flight | Flash Of The Blade | 0.0335157 |
| Flash Of The Blade | Night Flight | 0.0335157 |
| Face To Face | Ten Years Gone | 0.0334638 |
| Ten Years Gone | Face To Face | 0.0334638 |
| Sick Again | Life To Lifeless | 0.0331501 |
| Life To Lifeless | Sick Again | 0.0331501 |
| Temple From The Within | Powerslave | 0.0328547 |
| Powerslave | Temple From The Within | 0.0328547 |
| Temple From The Within | Night Flight | 0.0324651 |
| Night Flight | Temple From The Within | 0.0324651 |
| Honky Cat | Red Hill Mining Town | 0.0324512 |
| Red Hill Mining Town | Honky Cat | 0.0324512 |
| Life To Lifeless | Two Minutes To Midnight | 0.0324338 |
| Two Minutes To Midnight | Life To Lifeless | 0.0324338 |
| Sick Again | Rime Of The Ancient Mariner | 0.0323229 |
| Rime Of The Ancient Mariner | Sick Again | 0.0323229 |
| Vide Infra | Running to Stand Still | 0.0322851 |
| Running to Stand Still | Vide Infra | 0.0322851 |
| Mona Lisas and Mad Hatters | One Tree Hill | 0.0322789 |
| One Tree Hill | Mona Lisas and Mad Hatters | 0.0322789 |
| Just Barely Breathing | In My Time Of Dying | 0.0316712 |
| In My Time Of Dying | Just Barely Breathing | 0.0316712 |
| Vide Infra | Hercules | 0.0316110 |
| Hercules | Vide Infra | 0.0316110 |
| With or Without You | The Rover | 0.0315060 |
| The Rover | With or Without You | 0.0315060 |
| I Think I’m Going to Kill Myself | Aces High | 0.0314779 |
| Aces High | I Think I’m Going to Kill Myself | 0.0314779 |
| In God’s Country | Mothers of the Disappeared | 0.0314138 |
| Mothers of the Disappeared | In God’s Country | 0.0314138 |
| My Last Serenade | Down By The Seaside | 0.0310051 |
| Down By The Seaside | My Last Serenade | 0.0310051 |
| Vide Infra | To The Sons Of Man | 0.0310036 |
| To The Sons Of Man | Vide Infra | 0.0310036 |
| I Still Haven’t Found What I’m Looking For | Amy | 0.0307460 |
| Amy | I Still Haven’t Found What I’m Looking For | 0.0307460 |
| Ten Years Gone | Red Hill Mining Town | 0.0305317 |
| Red Hill Mining Town | Ten Years Gone | 0.0305317 |
| Slave | Rime Of The Ancient Mariner | 0.0304473 |
| Rime Of The Ancient Mariner | Slave | 0.0304473 |
| Rise Inside | Two Minutes To Midnight | 0.0304064 |
| Two Minutes To Midnight | Rise Inside | 0.0304064 |
| Trip Through Your Wires | The Duellists | 0.0303226 |
| The Duellists | Trip Through Your Wires | 0.0303226 |
| The Element Of One | One Tree Hill | 0.0302061 |
| One Tree Hill | The Element Of One | 0.0302061 |
| I Think I’m Going to Kill Myself | Back In The Village | 0.0301868 |
| Back In The Village | I Think I’m Going to Kill Myself | 0.0301868 |
| Powerslave | Night Flight | 0.0301769 |
| Night Flight | Powerslave | 0.0301769 |
| Just Barely Breathing | Numbered Days | 0.0301216 |
| Numbered Days | Just Barely Breathing | 0.0301216 |
| Vide Infra | Kashmir | 0.0300349 |
| Kashmir | Vide Infra | 0.0300349 |
| Sick Again | Slave | 0.0297595 |
| Slave | Sick Again | 0.0297595 |
| Slave | Salvation | 0.0297538 |
| Salvation | Slave | 0.0297538 |
| In God’s Country | Running to Stand Still | 0.0296843 |
| Running to Stand Still | In God’s Country | 0.0296843 |
| The Duellists | Night Flight | 0.0296720 |
| Night Flight | The Duellists | 0.0296720 |
| Just Barely Breathing | Rime Of The Ancient Mariner | 0.0296360 |
| Rime Of The Ancient Mariner | Just Barely Breathing | 0.0296360 |
| Kashmir | Black Country Woman | 0.0295665 |
| Black Country Woman | Kashmir | 0.0295665 |
| The Wanton Song | Sick Again | 0.0295405 |
| Sick Again | The Wanton Song | 0.0295405 |
| Something About Us | Red Hill Mining Town | 0.0295007 |
| Red Hill Mining Town | Something About Us | 0.0295007 |
| Slave | Too Long | 0.0293739 |
| Too Long | Slave | 0.0293739 |
| Red Hill Mining Town | Aces High | 0.0293253 |
| Aces High | Red Hill Mining Town | 0.0293253 |
| Vide Infra | Powerslave | 0.0292123 |
| Powerslave | Vide Infra | 0.0292123 |
| Digital Love | Numbered Days | 0.0291720 |
| Numbered Days | Digital Love | 0.0291720 |
| To The Sons Of Man | Rise Inside | 0.0291544 |
| Rise Inside | To The Sons Of Man | 0.0291544 |
| Digital Love | Harder, Better, Faster, Stronger | 0.0290855 |
| Harder, Better, Faster, Stronger | Digital Love | 0.0290855 |
| Slave | Mothers of the Disappeared | 0.0288956 |
| Mothers of the Disappeared | Slave | 0.0288956 |
| In My Time Of Dying | Flash Of The Blade | 0.0288857 |
| Flash Of The Blade | In My Time Of Dying | 0.0288857 |
| Mellow | Down By The Seaside | 0.0288367 |
| Down By The Seaside | Mellow | 0.0288367 |
| Night Flight | Mellow | 0.0288073 |
| Mellow | Night Flight | 0.0288073 |
| To The Sons Of Man | Numbered Days | 0.0288000 |
| Numbered Days | To The Sons Of Man | 0.0288000 |
| In My Time Of Dying | Digital Love | 0.0287825 |
| Digital Love | In My Time Of Dying | 0.0287825 |
| Exit | Mothers of the Disappeared | 0.0287165 |
| Mothers of the Disappeared | Exit | 0.0287165 |
| Aces High | Rise Inside | 0.0286757 |
| Rise Inside | Aces High | 0.0286757 |
| Vide Infra | With or Without You | 0.0283598 |
| With or Without You | Vide Infra | 0.0283598 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Where the Streets Have No Name | 0.0282619 |
| Where the Streets Have No Name | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0282619 |
| The Duellists | One More Time | 0.0281700 |
| One More Time | The Duellists | 0.0281700 |
| Temple From The Within | Salvation | 0.0281514 |
| Salvation | Temple From The Within | 0.0281514 |
| Mothers of the Disappeared | Running to Stand Still | 0.0281193 |
| Running to Stand Still | Mothers of the Disappeared | 0.0281193 |
| Vide Infra | Rise Inside | 0.0280288 |
| Rise Inside | Vide Infra | 0.0280288 |
| Mellow | Numbered Days | 0.0280207 |
| Numbered Days | Mellow | 0.0280207 |
| Flash Of The Blade | Exit | 0.0280176 |
| Exit | Flash Of The Blade | 0.0280176 |
| Fixation On The Darkness | Trampled Under Foot | 0.0279396 |
| Trampled Under Foot | Fixation On The Darkness | 0.0279396 |
| Digital Love | Two Minutes To Midnight | 0.0277701 |
| Two Minutes To Midnight | Digital Love | 0.0277701 |
| Digital Love | One Tree Hill | 0.0277621 |
| One Tree Hill | Digital Love | 0.0277621 |
| Digital Love | In The Light | 0.0277400 |
| In The Light | Digital Love | 0.0277400 |
| Fixation On The Darkness | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0276527 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Fixation On The Darkness | 0.0276527 |
| With or Without You | The Element Of One | 0.0276497 |
| The Element Of One | With or Without You | 0.0276497 |
| To The Sons Of Man | Two Minutes To Midnight | 0.0275930 |
| Two Minutes To Midnight | To The Sons Of Man | 0.0275930 |
| My Last Serenade | I Still Haven’t Found What I’m Looking For | 0.0275333 |
| I Still Haven’t Found What I’m Looking For | My Last Serenade | 0.0275333 |
| Honky Cat | Temple From The Within | 0.0274721 |
| Temple From The Within | Honky Cat | 0.0274721 |
| Slave | Down By The Seaside | 0.0272990 |
| Down By The Seaside | Slave | 0.0272990 |
| Exit | Custard Pie | 0.0271393 |
| Custard Pie | Exit | 0.0271393 |
| The Wanton Song | Bullet the Blue Sky | 0.0270740 |
| Bullet the Blue Sky | The Wanton Song | 0.0270740 |
| In My Time Of Dying | Trampled Under Foot | 0.0269226 |
| Trampled Under Foot | In My Time Of Dying | 0.0269226 |
| My Last Serenade | Life To Lifeless | 0.0269045 |
| Life To Lifeless | My Last Serenade | 0.0269045 |
| The Wanton Song | Where the Streets Have No Name | 0.0268367 |
| Where the Streets Have No Name | The Wanton Song | 0.0268367 |
| Red Hill Mining Town | Digital Love | 0.0268058 |
| Digital Love | Red Hill Mining Town | 0.0268058 |
| Night Flight | Two Minutes To Midnight | 0.0267834 |
| Two Minutes To Midnight | Night Flight | 0.0267834 |
| Red Hill Mining Town | Kashmir | 0.0267499 |
| Kashmir | Red Hill Mining Town | 0.0267499 |
| Exit | I Still Haven’t Found What I’m Looking For | 0.0267264 |
| I Still Haven’t Found What I’m Looking For | Exit | 0.0267264 |
| Powerslave | Hercules | 0.0266505 |
| Hercules | Powerslave | 0.0266505 |
| Bullet the Blue Sky | Down By The Seaside | 0.0265610 |
| Down By The Seaside | Bullet the Blue Sky | 0.0265610 |
| Red Hill Mining Town | Amy | 0.0265393 |
| Amy | Red Hill Mining Town | 0.0265393 |
| Fixation On The Darkness | Slave | 0.0264470 |
| Slave | Fixation On The Darkness | 0.0264470 |
| The Rover | Kashmir | 0.0263252 |
| Kashmir | The Rover | 0.0263252 |
| Temple From The Within | Mona Lisas and Mad Hatters | 0.0262408 |
| Mona Lisas and Mad Hatters | Temple From The Within | 0.0262408 |
| Ten Years Gone | Amy | 0.0261964 |
| Amy | Ten Years Gone | 0.0261964 |
| The Wanton Song | Rime Of The Ancient Mariner | 0.0261945 |
| Rime Of The Ancient Mariner | The Wanton Song | 0.0261945 |
| Digital Love | Boogie With Stu | 0.0261146 |
| Boogie With Stu | Digital Love | 0.0261146 |
| Exit | Down By The Seaside | 0.0260044 |
| Down By The Seaside | Exit | 0.0260044 |
| Mothers of the Disappeared | Where the Streets Have No Name | 0.0259992 |
| Where the Streets Have No Name | Mothers of the Disappeared | 0.0259992 |
| Ten Years Gone | Temple From The Within | 0.0258471 |
| Temple From The Within | Ten Years Gone | 0.0258471 |
| Custard Pie | One Tree Hill | 0.0258172 |
| One Tree Hill | Custard Pie | 0.0258172 |
| Salvation | Flash Of The Blade | 0.0257647 |
| Flash Of The Blade | Salvation | 0.0257647 |
| Susie (Dramas) | Exit | 0.0254794 |
| Exit | Susie (Dramas) | 0.0254794 |
| Sick Again | Susie (Dramas) | 0.0254601 |
| Susie (Dramas) | Sick Again | 0.0254601 |
| Honky Cat | In God’s Country | 0.0254398 |
| In God’s Country | Honky Cat | 0.0254398 |
| I Think I’m Going to Kill Myself | Digital Love | 0.0254285 |
| Digital Love | I Think I’m Going to Kill Myself | 0.0254285 |
| Where the Streets Have No Name | Back In The Village | 0.0253779 |
| Back In The Village | Where the Streets Have No Name | 0.0253779 |
| Down By The Seaside | Back In The Village | 0.0252444 |
| Back In The Village | Down By The Seaside | 0.0252444 |
| Something About Us | In God’s Country | 0.0251430 |
| In God’s Country | Something About Us | 0.0251430 |
| To The Sons Of Man | Temple From The Within | 0.0251369 |
| Temple From The Within | To The Sons Of Man | 0.0251369 |
| With or Without You | Down By The Seaside | 0.0248385 |
| Down By The Seaside | With or Without You | 0.0248385 |
| Susie (Dramas) | Mothers of the Disappeared | 0.0247211 |
| Mothers of the Disappeared | Susie (Dramas) | 0.0247211 |
| Vide Infra | Rime Of The Ancient Mariner | 0.0244146 |
| Rime Of The Ancient Mariner | Vide Infra | 0.0244146 |
| The Element Of One | In God’s Country | 0.0243303 |
| In God’s Country | The Element Of One | 0.0243303 |
| To The Sons Of Man | In God’s Country | 0.0241988 |
| In God’s Country | To The Sons Of Man | 0.0241988 |
| Sick Again | Amy | 0.0241453 |
| Amy | Sick Again | 0.0241453 |
| Night Flight | Red Hill Mining Town | 0.0240995 |
| Red Hill Mining Town | Night Flight | 0.0240995 |
| With or Without You | Rime Of The Ancient Mariner | 0.0239314 |
| Rime Of The Ancient Mariner | With or Without You | 0.0239314 |
| Life To Lifeless | Hercules | 0.0238662 |
| Hercules | Life To Lifeless | 0.0238662 |
| The Rover | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0238614 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | The Rover | 0.0238614 |
| My Last Serenade | Ten Years Gone | 0.0237185 |
| Ten Years Gone | My Last Serenade | 0.0237185 |
| Powerslave | Custard Pie | 0.0235570 |
| Custard Pie | Powerslave | 0.0235570 |
| Susie (Dramas) | Back In The Village | 0.0235510 |
| Back In The Village | Susie (Dramas) | 0.0235510 |
| Rime Of The Ancient Mariner | Rise Inside | 0.0235247 |
| Rise Inside | Rime Of The Ancient Mariner | 0.0235247 |
| The Wanton Song | I Think I’m Going to Kill Myself | 0.0234999 |
| I Think I’m Going to Kill Myself | The Wanton Song | 0.0234999 |
| Vide Infra | Just Barely Breathing | 0.0234133 |
| Just Barely Breathing | Vide Infra | 0.0234133 |
| I Think I’m Going to Kill Myself | Temple From The Within | 0.0233847 |
| Temple From The Within | I Think I’m Going to Kill Myself | 0.0233847 |
| In My Time Of Dying | Exit | 0.0233164 |
| Exit | In My Time Of Dying | 0.0233164 |
| Fixation On The Darkness | Rime Of The Ancient Mariner | 0.0232660 |
| Rime Of The Ancient Mariner | Fixation On The Darkness | 0.0232660 |
| Red Hill Mining Town | I Still Haven’t Found What I’m Looking For | 0.0232432 |
| I Still Haven’t Found What I’m Looking For | Red Hill Mining Town | 0.0232432 |
| The Rover | Two Minutes To Midnight | 0.0231918 |
| Two Minutes To Midnight | The Rover | 0.0231918 |
| The Rover | Black Country Woman | 0.0231197 |
| Black Country Woman | The Rover | 0.0231197 |
| The Duellists | Too Long | 0.0228659 |
| Too Long | The Duellists | 0.0228659 |
| Ten Years Gone | Two Minutes To Midnight | 0.0228288 |
| Two Minutes To Midnight | Ten Years Gone | 0.0228288 |
| The Wanton Song | Amy | 0.0226207 |
| Amy | The Wanton Song | 0.0226207 |
| Hercules | Salvation | 0.0225917 |
| Salvation | Hercules | 0.0225917 |
| Hercules | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0225871 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Hercules | 0.0225871 |
| Trip Through Your Wires | Rime Of The Ancient Mariner | 0.0225754 |
| Rime Of The Ancient Mariner | Trip Through Your Wires | 0.0225754 |
| Sick Again | Mona Lisas and Mad Hatters | 0.0224923 |
| Mona Lisas and Mad Hatters | Sick Again | 0.0224923 |
| Sick Again | Flash Of The Blade | 0.0224259 |
| Flash Of The Blade | Sick Again | 0.0224259 |
| Hercules | One More Time | 0.0223643 |
| One More Time | Hercules | 0.0223643 |
| Amy | Boogie With Stu | 0.0223322 |
| Boogie With Stu | Amy | 0.0223322 |
| Sick Again | Trip Through Your Wires | 0.0222917 |
| Trip Through Your Wires | Sick Again | 0.0222917 |
| Boogie With Stu | Trampled Under Foot | 0.0222837 |
| Trampled Under Foot | Boogie With Stu | 0.0222837 |
| To The Sons Of Man | Custard Pie | 0.0221868 |
| Custard Pie | To The Sons Of Man | 0.0221868 |
| In God’s Country | Kashmir | 0.0221214 |
| Kashmir | In God’s Country | 0.0221214 |
| Fixation On The Darkness | Too Long | 0.0219639 |
| Too Long | Fixation On The Darkness | 0.0219639 |
| The Element Of One | Salvation | 0.0219581 |
| Salvation | The Element Of One | 0.0219581 |
| Amy | Rise Inside | 0.0218158 |
| Rise Inside | Amy | 0.0218158 |
| The Rover | Down By The Seaside | 0.0217468 |
| Down By The Seaside | The Rover | 0.0217468 |
| Two Minutes To Midnight | One More Time | 0.0216806 |
| One More Time | Two Minutes To Midnight | 0.0216806 |
| Kashmir | Numbered Days | 0.0216242 |
| Numbered Days | Kashmir | 0.0216242 |
| With or Without You | In God’s Country | 0.0216234 |
| In God’s Country | With or Without You | 0.0216234 |
| Night Flight | Amy | 0.0216215 |
| Amy | Night Flight | 0.0216215 |
| Vide Infra | Salvation | 0.0215124 |
| Salvation | Vide Infra | 0.0215124 |
| My Last Serenade | Night Flight | 0.0214781 |
| Night Flight | My Last Serenade | 0.0214781 |
| Exit | In The Light | 0.0213613 |
| In The Light | Exit | 0.0213613 |
| Custard Pie | Two Minutes To Midnight | 0.0213389 |
| Two Minutes To Midnight | Custard Pie | 0.0213389 |
| Temple From The Within | Running to Stand Still | 0.0213203 |
| Running to Stand Still | Temple From The Within | 0.0213203 |
| The Wanton Song | Custard Pie | 0.0213137 |
| Custard Pie | The Wanton Song | 0.0213137 |
| Vide Infra | One Tree Hill | 0.0213107 |
| One Tree Hill | Vide Infra | 0.0213107 |
| Honky Cat | Fixation On The Darkness | 0.0211916 |
| Fixation On The Darkness | Honky Cat | 0.0211916 |
| To The Sons Of Man | Mothers of the Disappeared | 0.0211909 |
| Mothers of the Disappeared | To The Sons Of Man | 0.0211909 |
| Powerslave | Mellow | 0.0211875 |
| Mellow | Powerslave | 0.0211875 |
| Powerslave | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0207526 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Powerslave | 0.0207526 |
| The Element Of One | Ten Years Gone | 0.0206844 |
| Ten Years Gone | The Element Of One | 0.0206844 |
| Just Barely Breathing | Running to Stand Still | 0.0205978 |
| Running to Stand Still | Just Barely Breathing | 0.0205978 |
| Ten Years Gone | Slave | 0.0205564 |
| Slave | Ten Years Gone | 0.0205564 |
| Salvation | In My Time Of Dying | 0.0205066 |
| In My Time Of Dying | Salvation | 0.0205066 |
| Sick Again | In The Light | 0.0204410 |
| In The Light | Sick Again | 0.0204410 |
| With or Without You | When The Balance Is Broken | 0.0204409 |
| When The Balance Is Broken | With or Without You | 0.0204409 |
| Sick Again | In My Time Of Dying | 0.0203565 |
| In My Time Of Dying | Sick Again | 0.0203565 |
| Temple From The Within | Mellow | 0.0203210 |
| Mellow | Temple From The Within | 0.0203210 |
| The Rover | One Tree Hill | 0.0202927 |
| One Tree Hill | The Rover | 0.0202927 |
| Powerslave | Mona Lisas and Mad Hatters | 0.0202800 |
| Mona Lisas and Mad Hatters | Powerslave | 0.0202800 |
| The Wanton Song | Two Minutes To Midnight | 0.0202675 |
| Two Minutes To Midnight | The Wanton Song | 0.0202675 |
| Mellow | Black Country Woman | 0.0201293 |
| Black Country Woman | Mellow | 0.0201293 |
| Flash Of The Blade | Where the Streets Have No Name | 0.0198859 |
| Where the Streets Have No Name | Flash Of The Blade | 0.0198859 |
| Rime Of The Ancient Mariner | Down By The Seaside | 0.0197341 |
| Down By The Seaside | Rime Of The Ancient Mariner | 0.0197341 |
| I Still Haven’t Found What I’m Looking For | Custard Pie | 0.0196532 |
| Custard Pie | I Still Haven’t Found What I’m Looking For | 0.0196532 |
| Temple From The Within | One Tree Hill | 0.0196121 |
| One Tree Hill | Temple From The Within | 0.0196121 |
| Where the Streets Have No Name | In The Light | 0.0193808 |
| In The Light | Where the Streets Have No Name | 0.0193808 |
| Sick Again | Down By The Seaside | 0.0192883 |
| Down By The Seaside | Sick Again | 0.0192883 |
| Sick Again | Red Hill Mining Town | 0.0191819 |
| Red Hill Mining Town | Sick Again | 0.0191819 |
| Something About Us | Two Minutes To Midnight | 0.0191450 |
| Two Minutes To Midnight | Something About Us | 0.0191450 |
| The Duellists | Aces High | 0.0190819 |
| Aces High | The Duellists | 0.0190819 |
| Life To Lifeless | Mellow | 0.0189739 |
| Mellow | Life To Lifeless | 0.0189739 |
| The Wanton Song | Kashmir | 0.0189348 |
| Kashmir | The Wanton Song | 0.0189348 |
| Kashmir | Too Long | 0.0189320 |
| Too Long | Kashmir | 0.0189320 |
| Exit | Bullet the Blue Sky | 0.0189168 |
| Bullet the Blue Sky | Exit | 0.0189168 |
| In God’s Country | Black Country Woman | 0.0188716 |
| Black Country Woman | In God’s Country | 0.0188716 |
| Night Flight | I Still Haven’t Found What I’m Looking For | 0.0188178 |
| I Still Haven’t Found What I’m Looking For | Night Flight | 0.0188178 |
| Something About Us | Aces High | 0.0187974 |
| Aces High | Something About Us | 0.0187974 |
| Just Barely Breathing | One Tree Hill | 0.0187083 |
| One Tree Hill | Just Barely Breathing | 0.0187083 |
| Powerslave | One Tree Hill | 0.0186031 |
| One Tree Hill | Powerslave | 0.0186031 |
| In God’s Country | Mellow | 0.0185358 |
| Mellow | In God’s Country | 0.0185358 |
| Aces High | One More Time | 0.0184898 |
| One More Time | Aces High | 0.0184898 |
| Night Flight | One Tree Hill | 0.0184171 |
| One Tree Hill | Night Flight | 0.0184171 |
| Vide Infra | Mona Lisas and Mad Hatters | 0.0184098 |
| Mona Lisas and Mad Hatters | Vide Infra | 0.0184098 |
| Sick Again | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0182858 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Sick Again | 0.0182858 |
| Self Revolution | My Last Serenade | 0.0182850 |
| My Last Serenade | Self Revolution | 0.0182850 |
| Susie (Dramas) | Mona Lisas and Mad Hatters | 0.0181262 |
| Mona Lisas and Mad Hatters | Susie (Dramas) | 0.0181262 |
| In God’s Country | Amy | 0.0179721 |
| Amy | In God’s Country | 0.0179721 |
| Something About Us | Kashmir | 0.0178861 |
| Kashmir | Something About Us | 0.0178861 |
| The Wanton Song | When The Balance Is Broken | 0.0177599 |
| When The Balance Is Broken | The Wanton Song | 0.0177599 |
| With or Without You | In My Time Of Dying | 0.0177197 |
| In My Time Of Dying | With or Without You | 0.0177197 |
| Temple From The Within | The Duellists | 0.0175856 |
| The Duellists | Temple From The Within | 0.0175856 |
| Just Barely Breathing | Red Hill Mining Town | 0.0174753 |
| Red Hill Mining Town | Just Barely Breathing | 0.0174753 |
| With or Without You | I Still Haven’t Found What I’m Looking For | 0.0174446 |
| I Still Haven’t Found What I’m Looking For | With or Without You | 0.0174446 |
| Fixation On The Darkness | In My Time Of Dying | 0.0173154 |
| In My Time Of Dying | Fixation On The Darkness | 0.0173154 |
| Slave | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0172247 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Slave | 0.0172247 |
| The Element Of One | Running to Stand Still | 0.0171110 |
| Running to Stand Still | The Element Of One | 0.0171110 |
| Vide Infra | Too Long | 0.0171081 |
| Too Long | Vide Infra | 0.0171081 |
| Temple From The Within | Flash Of The Blade | 0.0170700 |
| Flash Of The Blade | Temple From The Within | 0.0170700 |
| Night Flight | Mothers of the Disappeared | 0.0170383 |
| Mothers of the Disappeared | Night Flight | 0.0170383 |
| In My Time Of Dying | Black Country Woman | 0.0170370 |
| Black Country Woman | In My Time Of Dying | 0.0170370 |
| Just Barely Breathing | When The Balance Is Broken | 0.0170045 |
| When The Balance Is Broken | Just Barely Breathing | 0.0170045 |
| Boogie With Stu | Mellow | 0.0168319 |
| Mellow | Boogie With Stu | 0.0168319 |
| Something About Us | Black Country Woman | 0.0168133 |
| Black Country Woman | Something About Us | 0.0168133 |
| To The Sons Of Man | Mona Lisas and Mad Hatters | 0.0167187 |
| Mona Lisas and Mad Hatters | To The Sons Of Man | 0.0167187 |
| Exit | Rime Of The Ancient Mariner | 0.0166379 |
| Rime Of The Ancient Mariner | Exit | 0.0166379 |
| Sick Again | Mellow | 0.0165924 |
| Mellow | Sick Again | 0.0165924 |
| Susie (Dramas) | In The Light | 0.0164730 |
| In The Light | Susie (Dramas) | 0.0164730 |
| Face To Face | To The Sons Of Man | 0.0164340 |
| To The Sons Of Man | Face To Face | 0.0164340 |
| The Rover | Custard Pie | 0.0163685 |
| Custard Pie | The Rover | 0.0163685 |
| To The Sons Of Man | Trip Through Your Wires | 0.0163461 |
| Trip Through Your Wires | To The Sons Of Man | 0.0163461 |
| When The Balance Is Broken | In God’s Country | 0.0162039 |
| In God’s Country | When The Balance Is Broken | 0.0162039 |
| I Think I’m Going to Kill Myself | Hercules | 0.0161948 |
| Hercules | I Think I’m Going to Kill Myself | 0.0161948 |
| Red Hill Mining Town | Rime Of The Ancient Mariner | 0.0161802 |
| Rime Of The Ancient Mariner | Red Hill Mining Town | 0.0161802 |
| Mothers of the Disappeared | I Still Haven’t Found What I’m Looking For | 0.0161724 |
| I Still Haven’t Found What I’m Looking For | Mothers of the Disappeared | 0.0161724 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | I Still Haven’t Found What I’m Looking For | 0.0161670 |
| I Still Haven’t Found What I’m Looking For | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0161670 |
| Self Revolution | Amy | 0.0161275 |
| Amy | Self Revolution | 0.0161275 |
| Honky Cat | Flash Of The Blade | 0.0161255 |
| Flash Of The Blade | Honky Cat | 0.0161255 |
| Face To Face | Honky Cat | 0.0160741 |
| Honky Cat | Face To Face | 0.0160741 |
| Red Hill Mining Town | Two Minutes To Midnight | 0.0159048 |
| Two Minutes To Midnight | Red Hill Mining Town | 0.0159048 |
| In God’s Country | Custard Pie | 0.0158480 |
| Custard Pie | In God’s Country | 0.0158480 |
| The Duellists | Digital Love | 0.0158050 |
| Digital Love | The Duellists | 0.0158050 |
| My Last Serenade | Flash Of The Blade | 0.0157492 |
| Flash Of The Blade | My Last Serenade | 0.0157492 |
| Red Hill Mining Town | Black Country Woman | 0.0157278 |
| Black Country Woman | Red Hill Mining Town | 0.0157278 |
| Face To Face | Trip Through Your Wires | 0.0156395 |
| Trip Through Your Wires | Face To Face | 0.0156395 |
| Slave | Mellow | 0.0156296 |
| Mellow | Slave | 0.0156296 |
| When The Balance Is Broken | Salvation | 0.0155678 |
| Salvation | When The Balance Is Broken | 0.0155678 |
| Honky Cat | Ten Years Gone | 0.0155329 |
| Ten Years Gone | Honky Cat | 0.0155329 |
| Vide Infra | I Think I’m Going to Kill Myself | 0.0155120 |
| I Think I’m Going to Kill Myself | Vide Infra | 0.0155120 |
| Fixation On The Darkness | Mellow | 0.0154974 |
| Mellow | Fixation On The Darkness | 0.0154974 |
| Ten Years Gone | Aces High | 0.0154641 |
| Aces High | Ten Years Gone | 0.0154641 |
| Just Barely Breathing | Rise Inside | 0.0153984 |
| Rise Inside | Just Barely Breathing | 0.0153984 |
| Something About Us | Slave | 0.0153945 |
| Slave | Something About Us | 0.0153945 |
| Ten Years Gone | Mona Lisas and Mad Hatters | 0.0152331 |
| Mona Lisas and Mad Hatters | Ten Years Gone | 0.0152331 |
| Mellow | Bullet the Blue Sky | 0.0152070 |
| Bullet the Blue Sky | Mellow | 0.0152070 |
| In My Time Of Dying | Harder, Better, Faster, Stronger | 0.0150092 |
| Harder, Better, Faster, Stronger | In My Time Of Dying | 0.0150092 |
| My Last Serenade | Boogie With Stu | 0.0149421 |
| Boogie With Stu | My Last Serenade | 0.0149421 |
| Honky Cat | Exit | 0.0149359 |
| Exit | Honky Cat | 0.0149359 |
| Fixation On The Darkness | One Tree Hill | 0.0148031 |
| One Tree Hill | Fixation On The Darkness | 0.0148031 |
| In God’s Country | Rise Inside | 0.0147724 |
| Rise Inside | In God’s Country | 0.0147724 |
| Sick Again | I Still Haven’t Found What I’m Looking For | 0.0147516 |
| I Still Haven’t Found What I’m Looking For | Sick Again | 0.0147516 |
| Susie (Dramas) | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0147362 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Susie (Dramas) | 0.0147362 |
| With or Without You | Running to Stand Still | 0.0146239 |
| Running to Stand Still | With or Without You | 0.0146239 |
| Hercules | In The Light | 0.0146199 |
| In The Light | Hercules | 0.0146199 |
| Custard Pie | Running to Stand Still | 0.0145561 |
| Running to Stand Still | Custard Pie | 0.0145561 |
| Digital Love | Amy | 0.0144722 |
| Amy | Digital Love | 0.0144722 |
| Self Revolution | Powerslave | 0.0143500 |
| Powerslave | Self Revolution | 0.0143500 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Kashmir | 0.0143095 |
| Kashmir | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0143095 |
| Fixation On The Darkness | Kashmir | 0.0142104 |
| Kashmir | Fixation On The Darkness | 0.0142104 |
| Self Revolution | Rime Of The Ancient Mariner | 0.0142025 |
| Rime Of The Ancient Mariner | Self Revolution | 0.0142025 |
| With or Without You | Trip Through Your Wires | 0.0141744 |
| Trip Through Your Wires | With or Without You | 0.0141744 |
| Honky Cat | Down By The Seaside | 0.0141610 |
| Down By The Seaside | Honky Cat | 0.0141610 |
| In The Light | Black Country Woman | 0.0140726 |
| Black Country Woman | In The Light | 0.0140726 |
| Bullet the Blue Sky | Running to Stand Still | 0.0139670 |
| Running to Stand Still | Bullet the Blue Sky | 0.0139670 |
| I Still Haven’t Found What I’m Looking For | Running to Stand Still | 0.0137674 |
| Running to Stand Still | I Still Haven’t Found What I’m Looking For | 0.0137674 |
| The Duellists | Rime Of The Ancient Mariner | 0.0136948 |
| Rime Of The Ancient Mariner | The Duellists | 0.0136948 |
| Face To Face | Down By The Seaside | 0.0135617 |
| Down By The Seaside | Face To Face | 0.0135617 |
| Trampled Under Foot | Two Minutes To Midnight | 0.0134193 |
| Two Minutes To Midnight | Trampled Under Foot | 0.0134193 |
| Vide Infra | Mellow | 0.0134033 |
| Mellow | Vide Infra | 0.0134033 |
| Boogie With Stu | Two Minutes To Midnight | 0.0134007 |
| Two Minutes To Midnight | Boogie With Stu | 0.0134007 |
| When The Balance Is Broken | Trip Through Your Wires | 0.0133666 |
| Trip Through Your Wires | When The Balance Is Broken | 0.0133666 |
| Honky Cat | Boogie With Stu | 0.0133596 |
| Boogie With Stu | Honky Cat | 0.0133596 |
| In The Light | One More Time | 0.0133083 |
| One More Time | In The Light | 0.0133083 |
| Kashmir | Two Minutes To Midnight | 0.0132974 |
| Two Minutes To Midnight | Kashmir | 0.0132974 |
| The Rover | Night Flight | 0.0132585 |
| Night Flight | The Rover | 0.0132585 |
| Flash Of The Blade | In The Light | 0.0132377 |
| In The Light | Flash Of The Blade | 0.0132377 |
| Powerslave | Digital Love | 0.0132334 |
| Digital Love | Powerslave | 0.0132334 |
| Self Revolution | Where the Streets Have No Name | 0.0131477 |
| Where the Streets Have No Name | Self Revolution | 0.0131477 |
| Salvation | Bullet the Blue Sky | 0.0131349 |
| Bullet the Blue Sky | Salvation | 0.0131349 |
| With or Without You | One Tree Hill | 0.0131022 |
| One Tree Hill | With or Without You | 0.0131022 |
| Sick Again | One Tree Hill | 0.0129479 |
| One Tree Hill | Sick Again | 0.0129479 |
| Powerslave | Salvation | 0.0128251 |
| Salvation | Powerslave | 0.0128251 |
| Salvation | I Still Haven’t Found What I’m Looking For | 0.0128087 |
| I Still Haven’t Found What I’m Looking For | Salvation | 0.0128087 |
| Amy | Black Country Woman | 0.0128027 |
| Black Country Woman | Amy | 0.0128027 |
| Fixation On The Darkness | Boogie With Stu | 0.0127060 |
| Boogie With Stu | Fixation On The Darkness | 0.0127060 |
| Fixation On The Darkness | Flash Of The Blade | 0.0126147 |
| Flash Of The Blade | Fixation On The Darkness | 0.0126147 |
| Something About Us | Amy | 0.0125907 |
| Amy | Something About Us | 0.0125907 |
| Amy | Mellow | 0.0125748 |
| Mellow | Amy | 0.0125748 |
| Slave | In God’s Country | 0.0125410 |
| In God’s Country | Slave | 0.0125410 |
| Digital Love | Black Country Woman | 0.0125099 |
| Black Country Woman | Digital Love | 0.0125099 |
| Self Revolution | I Think I’m Going to Kill Myself | 0.0124549 |
| I Think I’m Going to Kill Myself | Self Revolution | 0.0124549 |
| Sick Again | Black Country Woman | 0.0124366 |
| Black Country Woman | Sick Again | 0.0124366 |
| When The Balance Is Broken | Exit | 0.0123581 |
| Exit | When The Balance Is Broken | 0.0123581 |
| Hercules | Boogie With Stu | 0.0121961 |
| Boogie With Stu | Hercules | 0.0121961 |
| Salvation | Two Minutes To Midnight | 0.0118831 |
| Two Minutes To Midnight | Salvation | 0.0118831 |
| Powerslave | In God’s Country | 0.0116579 |
| In God’s Country | Powerslave | 0.0116579 |
| Digital Love | Down By The Seaside | 0.0115583 |
| Down By The Seaside | Digital Love | 0.0115583 |
| Kashmir | Trampled Under Foot | 0.0114681 |
| Trampled Under Foot | Kashmir | 0.0114681 |
| Mona Lisas and Mad Hatters | Mellow | 0.0113936 |
| Mellow | Mona Lisas and Mad Hatters | 0.0113936 |
| Sick Again | Numbered Days | 0.0111281 |
| Numbered Days | Sick Again | 0.0111281 |
| My Last Serenade | Trampled Under Foot | 0.0110921 |
| Trampled Under Foot | My Last Serenade | 0.0110921 |
| Boogie With Stu | Too Long | 0.0110902 |
| Too Long | Boogie With Stu | 0.0110902 |
| To The Sons Of Man | Salvation | 0.0109344 |
| Salvation | To The Sons Of Man | 0.0109344 |
| Life To Lifeless | Trip Through Your Wires | 0.0108032 |
| Trip Through Your Wires | Life To Lifeless | 0.0108032 |
| The Rover | In The Light | 0.0106718 |
| In The Light | The Rover | 0.0106718 |
| Salvation | Trampled Under Foot | 0.0106679 |
| Trampled Under Foot | Salvation | 0.0106679 |
| The Duellists | Two Minutes To Midnight | 0.0106441 |
| Two Minutes To Midnight | The Duellists | 0.0106441 |
| Rime Of The Ancient Mariner | Kashmir | 0.0105604 |
| Kashmir | Rime Of The Ancient Mariner | 0.0105604 |
| My Last Serenade | Trip Through Your Wires | 0.0104369 |
| Trip Through Your Wires | My Last Serenade | 0.0104369 |
| My Last Serenade | Honky Cat | 0.0104065 |
| Honky Cat | My Last Serenade | 0.0104065 |
| Aces High | Too Long | 0.0103635 |
| Too Long | Aces High | 0.0103635 |
| Trampled Under Foot | Harder, Better, Faster, Stronger | 0.0103208 |
| Harder, Better, Faster, Stronger | Trampled Under Foot | 0.0103208 |
| Hercules | Numbered Days | 0.0102638 |
| Numbered Days | Hercules | 0.0102638 |
| Temple From The Within | Exit | 0.0102266 |
| Exit | Temple From The Within | 0.0102266 |
| Just Barely Breathing | Trip Through Your Wires | 0.0102251 |
| Trip Through Your Wires | Just Barely Breathing | 0.0102251 |
| Temple From The Within | Where the Streets Have No Name | 0.0100419 |
| Where the Streets Have No Name | Temple From The Within | 0.0100419 |
| Honky Cat | Salvation | 0.0100085 |
| Salvation | Honky Cat | 0.0100085 |
| Honky Cat | The Element Of One | 0.0099356 |
| The Element Of One | Honky Cat | 0.0099356 |
| Salvation | Mona Lisas and Mad Hatters | 0.0098846 |
| Mona Lisas and Mad Hatters | Salvation | 0.0098846 |
| Powerslave | Two Minutes To Midnight | 0.0098056 |
| Two Minutes To Midnight | Powerslave | 0.0098056 |
| Slave | Mona Lisas and Mad Hatters | 0.0096964 |
| Mona Lisas and Mad Hatters | Slave | 0.0096964 |
| With or Without You | Two Minutes To Midnight | 0.0095663 |
| Two Minutes To Midnight | With or Without You | 0.0095663 |
| Temple From The Within | Hercules | 0.0095486 |
| Hercules | Temple From The Within | 0.0095486 |
| Honky Cat | Slave | 0.0095101 |
| Slave | Honky Cat | 0.0095101 |
| In My Time Of Dying | Amy | 0.0094897 |
| Amy | In My Time Of Dying | 0.0094897 |
| In God’s Country | Numbered Days | 0.0094486 |
| Numbered Days | In God’s Country | 0.0094486 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Aces High | 0.0093682 |
| Aces High | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0093682 |
| The Element Of One | Numbered Days | 0.0093559 |
| Numbered Days | The Element Of One | 0.0093559 |
| My Last Serenade | Where the Streets Have No Name | 0.0093012 |
| Where the Streets Have No Name | My Last Serenade | 0.0093012 |
| Honky Cat | Bullet the Blue Sky | 0.0092530 |
| Bullet the Blue Sky | Honky Cat | 0.0092530 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Mellow | 0.0090378 |
| Mellow | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0090378 |
| Mothers of the Disappeared | Digital Love | 0.0090003 |
| Digital Love | Mothers of the Disappeared | 0.0090003 |
| Red Hill Mining Town | Mothers of the Disappeared | 0.0089781 |
| Mothers of the Disappeared | Red Hill Mining Town | 0.0089781 |
| Just Barely Breathing | Down By The Seaside | 0.0089745 |
| Down By The Seaside | Just Barely Breathing | 0.0089745 |
| Susie (Dramas) | Numbered Days | 0.0089679 |
| Numbered Days | Susie (Dramas) | 0.0089679 |
| The Wanton Song | In The Light | 0.0088504 |
| In The Light | The Wanton Song | 0.0088504 |
| One Tree Hill | Two Minutes To Midnight | 0.0088403 |
| Two Minutes To Midnight | One Tree Hill | 0.0088403 |
| The Element Of One | Hercules | 0.0088336 |
| Hercules | The Element Of One | 0.0088336 |
| Trip Through Your Wires | In My Time Of Dying | 0.0087612 |
| In My Time Of Dying | Trip Through Your Wires | 0.0087612 |
| Amy | Kashmir | 0.0086134 |
| Kashmir | Amy | 0.0086134 |
| Fixation On The Darkness | Amy | 0.0085712 |
| Amy | Fixation On The Darkness | 0.0085712 |
| Flash Of The Blade | Aces High | 0.0084285 |
| Aces High | Flash Of The Blade | 0.0084285 |
| The Element Of One | Kashmir | 0.0083582 |
| Kashmir | The Element Of One | 0.0083582 |
| Vide Infra | The Wanton Song | 0.0083085 |
| The Wanton Song | Vide Infra | 0.0083085 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | One Tree Hill | 0.0082292 |
| One Tree Hill | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0082292 |
| Face To Face | In My Time Of Dying | 0.0081859 |
| In My Time Of Dying | Face To Face | 0.0081859 |
| Salvation | Kashmir | 0.0081404 |
| Kashmir | Salvation | 0.0081404 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Boogie With Stu | 0.0081224 |
| Boogie With Stu | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0081224 |
| Mellow | In The Light | 0.0080311 |
| In The Light | Mellow | 0.0080311 |
| Red Hill Mining Town | Rise Inside | 0.0079875 |
| Rise Inside | Red Hill Mining Town | 0.0079875 |
| Trip Through Your Wires | Red Hill Mining Town | 0.0079014 |
| Red Hill Mining Town | Trip Through Your Wires | 0.0079014 |
| Red Hill Mining Town | In The Light | 0.0078992 |
| In The Light | Red Hill Mining Town | 0.0078992 |
| Fixation On The Darkness | Aces High | 0.0076935 |
| Aces High | Fixation On The Darkness | 0.0076935 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Two Minutes To Midnight | 0.0076761 |
| Two Minutes To Midnight | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0076761 |
| Flash Of The Blade | Digital Love | 0.0076339 |
| Digital Love | Flash Of The Blade | 0.0076339 |
| Rise Inside | Too Long | 0.0076250 |
| Too Long | Rise Inside | 0.0076250 |
| Just Barely Breathing | Kashmir | 0.0075683 |
| Kashmir | Just Barely Breathing | 0.0075683 |
| Mona Lisas and Mad Hatters | Back In The Village | 0.0074036 |
| Back In The Village | Mona Lisas and Mad Hatters | 0.0074036 |
| Where the Streets Have No Name | Kashmir | 0.0073809 |
| Kashmir | Where the Streets Have No Name | 0.0073809 |
| To The Sons Of Man | Rime Of The Ancient Mariner | 0.0072278 |
| Rime Of The Ancient Mariner | To The Sons Of Man | 0.0072278 |
| Fixation On The Darkness | Where the Streets Have No Name | 0.0071854 |
| Where the Streets Have No Name | Fixation On The Darkness | 0.0071854 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Red Hill Mining Town | 0.0071652 |
| Red Hill Mining Town | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0071652 |
| With or Without You | Fixation On The Darkness | 0.0071361 |
| Fixation On The Darkness | With or Without You | 0.0071361 |
| I Think I’m Going to Kill Myself | To The Sons Of Man | 0.0071217 |
| To The Sons Of Man | I Think I’m Going to Kill Myself | 0.0071217 |
| With or Without You | Trampled Under Foot | 0.0070970 |
| Trampled Under Foot | With or Without You | 0.0070970 |
| I Think I’m Going to Kill Myself | Slave | 0.0070693 |
| Slave | I Think I’m Going to Kill Myself | 0.0070693 |
| Fixation On The Darkness | Exit | 0.0070604 |
| Exit | Fixation On The Darkness | 0.0070604 |
| In God’s Country | Back In The Village | 0.0067578 |
| Back In The Village | In God’s Country | 0.0067578 |
| Life To Lifeless | Salvation | 0.0065779 |
| Salvation | Life To Lifeless | 0.0065779 |
| Trip Through Your Wires | In The Light | 0.0064958 |
| In The Light | Trip Through Your Wires | 0.0064958 |
| I Still Haven’t Found What I’m Looking For | Boogie With Stu | 0.0064817 |
| Boogie With Stu | I Still Haven’t Found What I’m Looking For | 0.0064817 |
| I Still Haven’t Found What I’m Looking For | Digital Love | 0.0063717 |
| Digital Love | I Still Haven’t Found What I’m Looking For | 0.0063717 |
| Face To Face | In The Light | 0.0063711 |
| In The Light | Face To Face | 0.0063711 |
| The Rover | Fixation On The Darkness | 0.0063436 |
| Fixation On The Darkness | The Rover | 0.0063436 |
| My Last Serenade | The Element Of One | 0.0063274 |
| The Element Of One | My Last Serenade | 0.0063274 |
| Night Flight | Running to Stand Still | 0.0063144 |
| Running to Stand Still | Night Flight | 0.0063144 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Flash Of The Blade | 0.0062976 |
| Flash Of The Blade | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0062976 |
| My Last Serenade | Salvation | 0.0062324 |
| Salvation | My Last Serenade | 0.0062324 |
| I Think I’m Going to Kill Myself | Too Long | 0.0061627 |
| Too Long | I Think I’m Going to Kill Myself | 0.0061627 |
| The Rover | Amy | 0.0061432 |
| Amy | The Rover | 0.0061432 |
| Where the Streets Have No Name | Two Minutes To Midnight | 0.0061255 |
| Two Minutes To Midnight | Where the Streets Have No Name | 0.0061255 |
| I Think I’m Going to Kill Myself | Susie (Dramas) | 0.0060480 |
| Susie (Dramas) | I Think I’m Going to Kill Myself | 0.0060480 |
| Susie (Dramas) | Running to Stand Still | 0.0060369 |
| Running to Stand Still | Susie (Dramas) | 0.0060369 |
| Fixation On The Darkness | Hercules | 0.0060048 |
| Hercules | Fixation On The Darkness | 0.0060048 |
| Slave | Night Flight | 0.0059995 |
| Night Flight | Slave | 0.0059995 |
| Sick Again | Self Revolution | 0.0059588 |
| Self Revolution | Sick Again | 0.0059588 |
| Aces High | Bullet the Blue Sky | 0.0058831 |
| Bullet the Blue Sky | Aces High | 0.0058831 |
| Self Revolution | To The Sons Of Man | 0.0058681 |
| To The Sons Of Man | Self Revolution | 0.0058681 |
| Salvation | Custard Pie | 0.0058650 |
| Custard Pie | Salvation | 0.0058650 |
| The Rover | Trip Through Your Wires | 0.0056716 |
| Trip Through Your Wires | The Rover | 0.0056716 |
| Just Barely Breathing | Salvation | 0.0056693 |
| Salvation | Just Barely Breathing | 0.0056693 |
| When The Balance Is Broken | Slave | 0.0056688 |
| Slave | When The Balance Is Broken | 0.0056688 |
| In My Time Of Dying | Boogie With Stu | 0.0054007 |
| Boogie With Stu | In My Time Of Dying | 0.0054007 |
| Rise Inside | Black Country Woman | 0.0053299 |
| Black Country Woman | Rise Inside | 0.0053299 |
| In My Time Of Dying | In The Light | 0.0052795 |
| In The Light | In My Time Of Dying | 0.0052795 |
| Temple From The Within | In God’s Country | 0.0051483 |
| In God’s Country | Temple From The Within | 0.0051483 |
| Susie (Dramas) | Mellow | 0.0051408 |
| Mellow | Susie (Dramas) | 0.0051408 |
| Down By The Seaside | Black Country Woman | 0.0050017 |
| Black Country Woman | Down By The Seaside | 0.0050017 |
| Salvation | The Duellists | 0.0049779 |
| The Duellists | Salvation | 0.0049779 |
| Something About Us | One Tree Hill | 0.0049596 |
| One Tree Hill | Something About Us | 0.0049596 |
| My Last Serenade | In God’s Country | 0.0049536 |
| In God’s Country | My Last Serenade | 0.0049536 |
| Trip Through Your Wires | Mothers of the Disappeared | 0.0049485 |
| Mothers of the Disappeared | Trip Through Your Wires | 0.0049485 |
| Aces High | Numbered Days | 0.0049365 |
| Numbered Days | Aces High | 0.0049365 |
| The Duellists | Custard Pie | 0.0047814 |
| Custard Pie | The Duellists | 0.0047814 |
| Salvation | In God’s Country | 0.0047642 |
| In God’s Country | Salvation | 0.0047642 |
| Trip Through Your Wires | Boogie With Stu | 0.0046724 |
| Boogie With Stu | Trip Through Your Wires | 0.0046724 |
| Face To Face | Vide Infra | 0.0046508 |
| Vide Infra | Face To Face | 0.0046508 |
| Amy | Aces High | 0.0046249 |
| Aces High | Amy | 0.0046249 |
| When The Balance Is Broken | Rime Of The Ancient Mariner | 0.0045971 |
| Rime Of The Ancient Mariner | When The Balance Is Broken | 0.0045971 |
| Aces High | Running to Stand Still | 0.0045826 |
| Running to Stand Still | Aces High | 0.0045826 |
| Honky Cat | Powerslave | 0.0045289 |
| Powerslave | Honky Cat | 0.0045289 |
| When The Balance Is Broken | Numbered Days | 0.0044860 |
| Numbered Days | When The Balance Is Broken | 0.0044860 |
| Red Hill Mining Town | Too Long | 0.0044734 |
| Too Long | Red Hill Mining Town | 0.0044734 |
| Mona Lisas and Mad Hatters | Running to Stand Still | 0.0044426 |
| Running to Stand Still | Mona Lisas and Mad Hatters | 0.0044426 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Too Long | 0.0043685 |
| Too Long | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0043685 |
| Temple From The Within | In The Light | 0.0043001 |
| In The Light | Temple From The Within | 0.0043001 |
| Temple From The Within | In My Time Of Dying | 0.0042652 |
| In My Time Of Dying | Temple From The Within | 0.0042652 |
| My Last Serenade | Rime Of The Ancient Mariner | 0.0042634 |
| Rime Of The Ancient Mariner | My Last Serenade | 0.0042634 |
| Fixation On The Darkness | Salvation | 0.0042494 |
| Salvation | Fixation On The Darkness | 0.0042494 |
| Night Flight | Where the Streets Have No Name | 0.0042106 |
| Where the Streets Have No Name | Night Flight | 0.0042106 |
| Where the Streets Have No Name | Aces High | 0.0041980 |
| Aces High | Where the Streets Have No Name | 0.0041980 |
| Exit | Boogie With Stu | 0.0041071 |
| Boogie With Stu | Exit | 0.0041071 |
| Temple From The Within | Red Hill Mining Town | 0.0040962 |
| Red Hill Mining Town | Temple From The Within | 0.0040962 |
| My Last Serenade | In The Light | 0.0040332 |
| In The Light | My Last Serenade | 0.0040332 |
| Mothers of the Disappeared | One Tree Hill | 0.0040187 |
| One Tree Hill | Mothers of the Disappeared | 0.0040187 |
| Self Revolution | In My Time Of Dying | 0.0039896 |
| In My Time Of Dying | Self Revolution | 0.0039896 |
| Face To Face | Digital Love | 0.0039394 |
| Digital Love | Face To Face | 0.0039394 |
| Vide Infra | Honky Cat | 0.0038677 |
| Honky Cat | Vide Infra | 0.0038677 |
| Ten Years Gone | Running to Stand Still | 0.0038248 |
| Running to Stand Still | Ten Years Gone | 0.0038248 |
| Slave | Black Country Woman | 0.0037190 |
| Black Country Woman | Slave | 0.0037190 |
| Ten Years Gone | Rime Of The Ancient Mariner | 0.0037105 |
| Rime Of The Ancient Mariner | Ten Years Gone | 0.0037105 |
| When The Balance Is Broken | Down By The Seaside | 0.0036742 |
| Down By The Seaside | When The Balance Is Broken | 0.0036742 |
| Ten Years Gone | Hercules | 0.0036445 |
| Hercules | Ten Years Gone | 0.0036445 |
| Vide Infra | Ten Years Gone | 0.0036389 |
| Ten Years Gone | Vide Infra | 0.0036389 |
| Two Minutes To Midnight | In The Light | 0.0035874 |
| In The Light | Two Minutes To Midnight | 0.0035874 |
| When The Balance Is Broken | Mona Lisas and Mad Hatters | 0.0035144 |
| Mona Lisas and Mad Hatters | When The Balance Is Broken | 0.0035144 |
| Mona Lisas and Mad Hatters | Aces High | 0.0034610 |
| Aces High | Mona Lisas and Mad Hatters | 0.0034610 |
| Where the Streets Have No Name | Rime Of The Ancient Mariner | 0.0034551 |
| Rime Of The Ancient Mariner | Where the Streets Have No Name | 0.0034551 |
| Face To Face | Self Revolution | 0.0034419 |
| Self Revolution | Face To Face | 0.0034419 |
| To The Sons Of Man | I Still Haven’t Found What I’m Looking For | 0.0032986 |
| I Still Haven’t Found What I’m Looking For | To The Sons Of Man | 0.0032986 |
| The Element Of One | Powerslave | 0.0032956 |
| Powerslave | The Element Of One | 0.0032956 |
| Susie (Dramas) | Black Country Woman | 0.0031817 |
| Black Country Woman | Susie (Dramas) | 0.0031817 |
| Powerslave | Rise Inside | 0.0030648 |
| Rise Inside | Powerslave | 0.0030648 |
| Running to Stand Still | Numbered Days | 0.0030369 |
| Numbered Days | Running to Stand Still | 0.0030369 |
| When The Balance Is Broken | Ten Years Gone | 0.0029899 |
| Ten Years Gone | When The Balance Is Broken | 0.0029899 |
| When The Balance Is Broken | One Tree Hill | 0.0029020 |
| One Tree Hill | When The Balance Is Broken | 0.0029020 |
| Fixation On The Darkness | The Duellists | 0.0028470 |
| The Duellists | Fixation On The Darkness | 0.0028470 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Trampled Under Foot | 0.0028041 |
| Trampled Under Foot | Rocket Man (I think It’s Going to Be a Long, Long Time) | 0.0028041 |
| Mothers of the Disappeared | Rise Inside | 0.0027810 |
| Rise Inside | Mothers of the Disappeared | 0.0027810 |
| Mothers of the Disappeared | Mellow | 0.0027117 |
| Mellow | Mothers of the Disappeared | 0.0027117 |
| Rise Inside | Running to Stand Still | 0.0026822 |
| Running to Stand Still | Rise Inside | 0.0026822 |
| Self Revolution | Back In The Village | 0.0026495 |
| Back In The Village | Self Revolution | 0.0026495 |
| Honky Cat | Custard Pie | 0.0026330 |
| Custard Pie | Honky Cat | 0.0026330 |
| The Rover | Digital Love | 0.0024706 |
| Digital Love | The Rover | 0.0024706 |
| Flash Of The Blade | Rime Of The Ancient Mariner | 0.0024002 |
| Rime Of The Ancient Mariner | Flash Of The Blade | 0.0024002 |
| To The Sons Of Man | Slave | 0.0023787 |
| Slave | To The Sons Of Man | 0.0023787 |
| In My Time Of Dying | Too Long | 0.0023555 |
| Too Long | In My Time Of Dying | 0.0023555 |
| Bullet the Blue Sky | Rise Inside | 0.0023210 |
| Rise Inside | Bullet the Blue Sky | 0.0023210 |
| To The Sons Of Man | Bullet the Blue Sky | 0.0023144 |
| Bullet the Blue Sky | To The Sons Of Man | 0.0023144 |
| Down By The Seaside | Two Minutes To Midnight | 0.0022360 |
| Two Minutes To Midnight | Down By The Seaside | 0.0022360 |
| I Think I’m Going to Kill Myself | Red Hill Mining Town | 0.0021835 |
| Red Hill Mining Town | I Think I’m Going to Kill Myself | 0.0021835 |
| In God’s Country | Night Flight | 0.0021021 |
| Night Flight | In God’s Country | 0.0021021 |
| Slave | I Still Haven’t Found What I’m Looking For | 0.0020469 |
| I Still Haven’t Found What I’m Looking For | Slave | 0.0020469 |
| When The Balance Is Broken | Red Hill Mining Town | 0.0020136 |
| Red Hill Mining Town | When The Balance Is Broken | 0.0020136 |
| Salvation | Running to Stand Still | 0.0019810 |
| Running to Stand Still | Salvation | 0.0019810 |
| When The Balance Is Broken | Hercules | 0.0019480 |
| Hercules | When The Balance Is Broken | 0.0019480 |
| My Last Serenade | Digital Love | 0.0018271 |
| Digital Love | My Last Serenade | 0.0018271 |
| Temple From The Within | Digital Love | 0.0018010 |
| Digital Love | Temple From The Within | 0.0018010 |
| When The Balance Is Broken | Kashmir | 0.0017662 |
| Kashmir | When The Balance Is Broken | 0.0017662 |
| Salvation | Digital Love | 0.0017572 |
| Digital Love | Salvation | 0.0017572 |
| Face To Face | Red Hill Mining Town | 0.0017204 |
| Red Hill Mining Town | Face To Face | 0.0017204 |
| To The Sons Of Man | Amy | 0.0017110 |
| Amy | To The Sons Of Man | 0.0017110 |
| Rise Inside | Back In The Village | 0.0016575 |
| Back In The Village | Rise Inside | 0.0016575 |
| I Think I’m Going to Kill Myself | Mellow | 0.0016094 |
| Mellow | I Think I’m Going to Kill Myself | 0.0016094 |
| Powerslave | In My Time Of Dying | 0.0015838 |
| In My Time Of Dying | Powerslave | 0.0015838 |
| The Rover | Bullet the Blue Sky | 0.0015496 |
| Bullet the Blue Sky | The Rover | 0.0015496 |
| The Duellists | Exit | 0.0015205 |
| Exit | The Duellists | 0.0015205 |
| Mona Lisas and Mad Hatters | Red Hill Mining Town | 0.0013992 |
| Red Hill Mining Town | Mona Lisas and Mad Hatters | 0.0013992 |
| Powerslave | I Still Haven’t Found What I’m Looking For | 0.0013802 |
| I Still Haven’t Found What I’m Looking For | Powerslave | 0.0013802 |
| Flash Of The Blade | Red Hill Mining Town | 0.0013251 |
| Red Hill Mining Town | Flash Of The Blade | 0.0013251 |
| The Duellists | Mothers of the Disappeared | 0.0013153 |
| Mothers of the Disappeared | The Duellists | 0.0013153 |
| In My Time Of Dying | Bullet the Blue Sky | 0.0013030 |
| Bullet the Blue Sky | In My Time Of Dying | 0.0013030 |
| The Rover | Self Revolution | 0.0012951 |
| Self Revolution | The Rover | 0.0012951 |
| Self Revolution | Hercules | 0.0012259 |
| Hercules | Self Revolution | 0.0012259 |
| The Wanton Song | Susie (Dramas) | 0.0011300 |
| Susie (Dramas) | The Wanton Song | 0.0011300 |
| Two Minutes To Midnight | Back In The Village | 0.0011188 |
| Back In The Village | Two Minutes To Midnight | 0.0011188 |
| Aces High | Trampled Under Foot | 0.0010733 |
| Trampled Under Foot | Aces High | 0.0010733 |
| Self Revolution | Kashmir | 0.0010556 |
| Kashmir | Self Revolution | 0.0010556 |
| The Element Of One | Rime Of The Ancient Mariner | 0.0009265 |
| Rime Of The Ancient Mariner | The Element Of One | 0.0009265 |
| The Element Of One | Two Minutes To Midnight | 0.0008984 |
| Two Minutes To Midnight | The Element Of One | 0.0008984 |
| Just Barely Breathing | Digital Love | 0.0007531 |
| Digital Love | Just Barely Breathing | 0.0007531 |
| Where the Streets Have No Name | Numbered Days | 0.0007282 |
| Numbered Days | Where the Streets Have No Name | 0.0007282 |
| Custard Pie | In The Light | 0.0007244 |
| In The Light | Custard Pie | 0.0007244 |
| Custard Pie | Too Long | 0.0007147 |
| Too Long | Custard Pie | 0.0007147 |
| Self Revolution | Too Long | 0.0007049 |
| Too Long | Self Revolution | 0.0007049 |
| Salvation | One Tree Hill | 0.0005473 |
| One Tree Hill | Salvation | 0.0005473 |
| I Still Haven’t Found What I’m Looking For | Back In The Village | 0.0005266 |
| Back In The Village | I Still Haven’t Found What I’m Looking For | 0.0005266 |
| To The Sons Of Man | Ten Years Gone | 0.0004344 |
| Ten Years Gone | To The Sons Of Man | 0.0004344 |
| In My Time Of Dying | Aces High | 0.0003919 |
| Aces High | In My Time Of Dying | 0.0003919 |
| The Wanton Song | Black Country Woman | 0.0003674 |
| Black Country Woman | The Wanton Song | 0.0003674 |
| One Tree Hill | Mellow | 0.0003471 |
| Mellow | One Tree Hill | 0.0003471 |
| Mothers of the Disappeared | Boogie With Stu | 0.0003327 |
| Boogie With Stu | Mothers of the Disappeared | 0.0003327 |
| With or Without You | Numbered Days | 0.0003102 |
| Numbered Days | With or Without You | 0.0003102 |
| Fixation On The Darkness | Digital Love | 0.0002551 |
| Digital Love | Fixation On The Darkness | 0.0002551 |
| Honky Cat | Kashmir | 0.0001882 |
| Kashmir | Honky Cat | 0.0001882 |
| Fixation On The Darkness | Running to Stand Still | 0.0001189 |
| Running to Stand Still | Fixation On The Darkness | 0.0001189 |
| Digital Love | Bullet the Blue Sky | 0.0000192 |
| Bullet the Blue Sky | Digital Love | 0.0000192 |
| Just Barely Breathing | I Think I’m Going to Kill Myself | 0.0000000 |
| I Think I’m Going to Kill Myself | Just Barely Breathing | 0.0000000 |
| With or Without You | Where the Streets Have No Name | -0.0000583 |
| Where the Streets Have No Name | With or Without You | -0.0000583 |
| The Duellists | Numbered Days | -0.0000736 |
| Numbered Days | The Duellists | -0.0000736 |
| Susie (Dramas) | Down By The Seaside | -0.0000779 |
| Down By The Seaside | Susie (Dramas) | -0.0000779 |
| Susie (Dramas) | Slave | -0.0001201 |
| Slave | Susie (Dramas) | -0.0001201 |
| To The Sons Of Man | In The Light | -0.0001488 |
| In The Light | To The Sons Of Man | -0.0001488 |
| Aces High | Back In The Village | -0.0002721 |
| Back In The Village | Aces High | -0.0002721 |
| In God’s Country | Too Long | -0.0002943 |
| Too Long | In God’s Country | -0.0002943 |
| Salvation | Red Hill Mining Town | -0.0003447 |
| Red Hill Mining Town | Salvation | -0.0003447 |
| My Last Serenade | Red Hill Mining Town | -0.0003584 |
| Red Hill Mining Town | My Last Serenade | -0.0003584 |
| The Wanton Song | Mona Lisas and Mad Hatters | -0.0004166 |
| Mona Lisas and Mad Hatters | The Wanton Song | -0.0004166 |
| With or Without You | Bullet the Blue Sky | -0.0004387 |
| Bullet the Blue Sky | With or Without You | -0.0004387 |
| With or Without You | Slave | -0.0004509 |
| Slave | With or Without You | -0.0004509 |
| Susie (Dramas) | Amy | -0.0004633 |
| Amy | Susie (Dramas) | -0.0004633 |
| To The Sons Of Man | Mellow | -0.0004830 |
| Mellow | To The Sons Of Man | -0.0004830 |
| Trip Through Your Wires | Running to Stand Still | -0.0004922 |
| Running to Stand Still | Trip Through Your Wires | -0.0004922 |
| Fixation On The Darkness | Back In The Village | -0.0005160 |
| Back In The Village | Fixation On The Darkness | -0.0005160 |
| I Still Haven’t Found What I’m Looking For | In The Light | -0.0005585 |
| In The Light | I Still Haven’t Found What I’m Looking For | -0.0005585 |
| Honky Cat | Rime Of The Ancient Mariner | -0.0006044 |
| Rime Of The Ancient Mariner | Honky Cat | -0.0006044 |
| The Duellists | Back In The Village | -0.0006044 |
| Back In The Village | The Duellists | -0.0006044 |
| The Element Of One | Susie (Dramas) | -0.0007038 |
| Susie (Dramas) | The Element Of One | -0.0007038 |
| Susie (Dramas) | Night Flight | -0.0007640 |
| Night Flight | Susie (Dramas) | -0.0007640 |
| Trampled Under Foot | Running to Stand Still | -0.0008725 |
| Running to Stand Still | Trampled Under Foot | -0.0008725 |
| Mothers of the Disappeared | Back In The Village | -0.0008823 |
| Back In The Village | Mothers of the Disappeared | -0.0008823 |
| When The Balance Is Broken | Trampled Under Foot | -0.0009207 |
| Trampled Under Foot | When The Balance Is Broken | -0.0009207 |
| Self Revolution | The Duellists | -0.0009813 |
| The Duellists | Self Revolution | -0.0009813 |
| Slave | Back In The Village | -0.0010245 |
| Back In The Village | Slave | -0.0010245 |
| Sick Again | Powerslave | -0.0010518 |
| Powerslave | Sick Again | -0.0010518 |
| Exit | Running to Stand Still | -0.0010644 |
| Running to Stand Still | Exit | -0.0010644 |
| Honky Cat | Numbered Days | -0.0010860 |
| Numbered Days | Honky Cat | -0.0010860 |
| I Think I’m Going to Kill Myself | Mothers of the Disappeared | -0.0011107 |
| Mothers of the Disappeared | I Think I’m Going to Kill Myself | -0.0011107 |
| The Wanton Song | Life To Lifeless | -0.0011187 |
| Life To Lifeless | The Wanton Song | -0.0011187 |
| The Element Of One | Trampled Under Foot | -0.0011267 |
| Trampled Under Foot | The Element Of One | -0.0011267 |
| Face To Face | Susie (Dramas) | -0.0011386 |
| Susie (Dramas) | Face To Face | -0.0011386 |
| Down By The Seaside | In The Light | -0.0011551 |
| In The Light | Down By The Seaside | -0.0011551 |
| Vide Infra | Mothers of the Disappeared | -0.0011562 |
| Mothers of the Disappeared | Vide Infra | -0.0011562 |
| Temple From The Within | Kashmir | -0.0011846 |
| Kashmir | Temple From The Within | -0.0011846 |
| The Element Of One | Exit | -0.0011875 |
| Exit | The Element Of One | -0.0011875 |
| The Element Of One | In The Light | -0.0011978 |
| In The Light | The Element Of One | -0.0011978 |
| Flash Of The Blade | Mellow | -0.0012319 |
| Mellow | Flash Of The Blade | -0.0012319 |
| Temple From The Within | I Still Haven’t Found What I’m Looking For | -0.0012500 |
| I Still Haven’t Found What I’m Looking For | Temple From The Within | -0.0012500 |
| Boogie With Stu | Aces High | -0.0012694 |
| Aces High | Boogie With Stu | -0.0012694 |
| With or Without You | One More Time | -0.0012846 |
| One More Time | With or Without You | -0.0012846 |
| Salvation | Numbered Days | -0.0013006 |
| Numbered Days | Salvation | -0.0013006 |
| Mellow | Two Minutes To Midnight | -0.0013090 |
| Two Minutes To Midnight | Mellow | -0.0013090 |
| Rise Inside | In The Light | -0.0013183 |
| In The Light | Rise Inside | -0.0013183 |
| Sick Again | Too Long | -0.0014076 |
| Too Long | Sick Again | -0.0014076 |
| Trampled Under Foot | Too Long | -0.0014101 |
| Too Long | Trampled Under Foot | -0.0014101 |
| Exit | Back In The Village | -0.0014789 |
| Back In The Village | Exit | -0.0014789 |
| Salvation | Where the Streets Have No Name | -0.0015560 |
| Where the Streets Have No Name | Salvation | -0.0015560 |
| Digital Love | Running to Stand Still | -0.0016068 |
| Running to Stand Still | Digital Love | -0.0016068 |
| One Tree Hill | Boogie With Stu | -0.0016082 |
| Boogie With Stu | One Tree Hill | -0.0016082 |
| Hercules | Two Minutes To Midnight | -0.0016465 |
| Two Minutes To Midnight | Hercules | -0.0016465 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Mothers of the Disappeared | -0.0016564 |
| Mothers of the Disappeared | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0016564 |
| Amy | In The Light | -0.0016579 |
| In The Light | Amy | -0.0016579 |
| The Duellists | One Tree Hill | -0.0016810 |
| One Tree Hill | The Duellists | -0.0016810 |
| The Rover | In God’s Country | -0.0017218 |
| In God’s Country | The Rover | -0.0017218 |
| I Think I’m Going to Kill Myself | Trampled Under Foot | -0.0017663 |
| Trampled Under Foot | I Think I’m Going to Kill Myself | -0.0017663 |
| Mona Lisas and Mad Hatters | Rise Inside | -0.0017710 |
| Rise Inside | Mona Lisas and Mad Hatters | -0.0017710 |
| Slave | In The Light | -0.0017822 |
| In The Light | Slave | -0.0017822 |
| Mona Lisas and Mad Hatters | Amy | -0.0018553 |
| Amy | Mona Lisas and Mad Hatters | -0.0018553 |
| Rime Of The Ancient Mariner | Trampled Under Foot | -0.0020258 |
| Trampled Under Foot | Rime Of The Ancient Mariner | -0.0020258 |
| Slave | Two Minutes To Midnight | -0.0020444 |
| Two Minutes To Midnight | Slave | -0.0020444 |
| Powerslave | In The Light | -0.0021385 |
| In The Light | Powerslave | -0.0021385 |
| Trip Through Your Wires | One Tree Hill | -0.0021457 |
| One Tree Hill | Trip Through Your Wires | -0.0021457 |
| Life To Lifeless | Bullet the Blue Sky | -0.0021624 |
| Bullet the Blue Sky | Life To Lifeless | -0.0021624 |
| Sick Again | Two Minutes To Midnight | -0.0021703 |
| Two Minutes To Midnight | Sick Again | -0.0021703 |
| Ten Years Gone | Susie (Dramas) | -0.0022767 |
| Susie (Dramas) | Ten Years Gone | -0.0022767 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Bullet the Blue Sky | -0.0023007 |
| Bullet the Blue Sky | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0023007 |
| Fixation On The Darkness | Red Hill Mining Town | -0.0023953 |
| Red Hill Mining Town | Fixation On The Darkness | -0.0023953 |
| My Last Serenade | Susie (Dramas) | -0.0024498 |
| Susie (Dramas) | My Last Serenade | -0.0024498 |
| Custard Pie | Back In The Village | -0.0025259 |
| Back In The Village | Custard Pie | -0.0025259 |
| Honky Cat | Trip Through Your Wires | -0.0025399 |
| Trip Through Your Wires | Honky Cat | -0.0025399 |
| Digital Love | Aces High | -0.0025833 |
| Aces High | Digital Love | -0.0025833 |
| My Last Serenade | Amy | -0.0026638 |
| Amy | My Last Serenade | -0.0026638 |
| In My Time Of Dying | Kashmir | -0.0026662 |
| Kashmir | In My Time Of Dying | -0.0026662 |
| Life To Lifeless | Night Flight | -0.0026806 |
| Night Flight | Life To Lifeless | -0.0026806 |
| Honky Cat | In The Light | -0.0027365 |
| In The Light | Honky Cat | -0.0027365 |
| With or Without You | Mellow | -0.0027713 |
| Mellow | With or Without You | -0.0027713 |
| My Last Serenade | Bullet the Blue Sky | -0.0027861 |
| Bullet the Blue Sky | My Last Serenade | -0.0027861 |
| Mellow | Rime Of The Ancient Mariner | -0.0028276 |
| Rime Of The Ancient Mariner | Mellow | -0.0028276 |
| Mellow | Running to Stand Still | -0.0029147 |
| Running to Stand Still | Mellow | -0.0029147 |
| Life To Lifeless | Mona Lisas and Mad Hatters | -0.0029370 |
| Mona Lisas and Mad Hatters | Life To Lifeless | -0.0029370 |
| Something About Us | Harder, Better, Faster, Stronger | -0.0029452 |
| Harder, Better, Faster, Stronger | Something About Us | -0.0029452 |
| Temple From The Within | Susie (Dramas) | -0.0029932 |
| Susie (Dramas) | Temple From The Within | -0.0029932 |
| When The Balance Is Broken | Powerslave | -0.0030003 |
| Powerslave | When The Balance Is Broken | -0.0030003 |
| To The Sons Of Man | Back In The Village | -0.0030389 |
| Back In The Village | To The Sons Of Man | -0.0030389 |
| Sick Again | My Last Serenade | -0.0030399 |
| My Last Serenade | Sick Again | -0.0030399 |
| The Wanton Song | Boogie With Stu | -0.0030763 |
| Boogie With Stu | The Wanton Song | -0.0030763 |
| Aces High | Kashmir | -0.0030781 |
| Kashmir | Aces High | -0.0030781 |
| Slave | Custard Pie | -0.0030880 |
| Custard Pie | Slave | -0.0030880 |
| Something About Us | Too Long | -0.0031618 |
| Too Long | Something About Us | -0.0031618 |
| Temple From The Within | Amy | -0.0032244 |
| Amy | Temple From The Within | -0.0032244 |
| Hercules | Rise Inside | -0.0032670 |
| Rise Inside | Hercules | -0.0032670 |
| Face To Face | Custard Pie | -0.0032813 |
| Custard Pie | Face To Face | -0.0032813 |
| Powerslave | Running to Stand Still | -0.0033207 |
| Running to Stand Still | Powerslave | -0.0033207 |
| Too Long | Harder, Better, Faster, Stronger | -0.0033543 |
| Harder, Better, Faster, Stronger | Too Long | -0.0033543 |
| Black Country Woman | One More Time | -0.0034563 |
| One More Time | Black Country Woman | -0.0034563 |
| The Element Of One | The Duellists | -0.0034789 |
| The Duellists | The Element Of One | -0.0034789 |
| With or Without You | Hercules | -0.0034858 |
| Hercules | With or Without You | -0.0034858 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Back In The Village | -0.0034896 |
| Back In The Village | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0034896 |
| My Last Serenade | Mona Lisas and Mad Hatters | -0.0035083 |
| Mona Lisas and Mad Hatters | My Last Serenade | -0.0035083 |
| Mothers of the Disappeared | Black Country Woman | -0.0035204 |
| Black Country Woman | Mothers of the Disappeared | -0.0035204 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Running to Stand Still | -0.0036329 |
| Running to Stand Still | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0036329 |
| The Duellists | In The Light | -0.0036457 |
| In The Light | The Duellists | -0.0036457 |
| Face To Face | Mellow | -0.0038377 |
| Mellow | Face To Face | -0.0038377 |
| Red Hill Mining Town | One More Time | -0.0038544 |
| One More Time | Red Hill Mining Town | -0.0038544 |
| I Still Haven’t Found What I’m Looking For | Trampled Under Foot | -0.0038850 |
| Trampled Under Foot | I Still Haven’t Found What I’m Looking For | -0.0038850 |
| In God’s Country | In My Time Of Dying | -0.0039315 |
| In My Time Of Dying | In God’s Country | -0.0039315 |
| Bullet the Blue Sky | Numbered Days | -0.0039480 |
| Numbered Days | Bullet the Blue Sky | -0.0039480 |
| In God’s Country | Flash Of The Blade | -0.0040373 |
| Flash Of The Blade | In God’s Country | -0.0040373 |
| Slave | Boogie With Stu | -0.0040612 |
| Boogie With Stu | Slave | -0.0040612 |
| Black Country Woman | Harder, Better, Faster, Stronger | -0.0040770 |
| Harder, Better, Faster, Stronger | Black Country Woman | -0.0040770 |
| In The Light | Harder, Better, Faster, Stronger | -0.0040863 |
| Harder, Better, Faster, Stronger | In The Light | -0.0040863 |
| In God’s Country | In The Light | -0.0041444 |
| In The Light | In God’s Country | -0.0041444 |
| Mona Lisas and Mad Hatters | Boogie With Stu | -0.0041736 |
| Boogie With Stu | Mona Lisas and Mad Hatters | -0.0041736 |
| Fixation On The Darkness | Susie (Dramas) | -0.0042396 |
| Susie (Dramas) | Fixation On The Darkness | -0.0042396 |
| Salvation | Mellow | -0.0042412 |
| Mellow | Salvation | -0.0042412 |
| To The Sons Of Man | Aces High | -0.0042729 |
| Aces High | To The Sons Of Man | -0.0042729 |
| Harder, Better, Faster, Stronger | One More Time | -0.0042806 |
| One More Time | Harder, Better, Faster, Stronger | -0.0042806 |
| Bullet the Blue Sky | In The Light | -0.0042926 |
| In The Light | Bullet the Blue Sky | -0.0042926 |
| One Tree Hill | Black Country Woman | -0.0042981 |
| Black Country Woman | One Tree Hill | -0.0042981 |
| Black Country Woman | Too Long | -0.0043768 |
| Too Long | Black Country Woman | -0.0043768 |
| Exit | Kashmir | -0.0043897 |
| Kashmir | Exit | -0.0043897 |
| My Last Serenade | Mellow | -0.0044099 |
| Mellow | My Last Serenade | -0.0044099 |
| To The Sons Of Man | One Tree Hill | -0.0045145 |
| One Tree Hill | To The Sons Of Man | -0.0045145 |
| Something About Us | Boogie With Stu | -0.0045434 |
| Boogie With Stu | Something About Us | -0.0045434 |
| The Element Of One | Something About Us | -0.0045651 |
| Something About Us | The Element Of One | -0.0045651 |
| Sick Again | Mothers of the Disappeared | -0.0045662 |
| Mothers of the Disappeared | Sick Again | -0.0045662 |
| Aces High | Rime Of The Ancient Mariner | -0.0045993 |
| Rime Of The Ancient Mariner | Aces High | -0.0045993 |
| Back In The Village | Black Country Woman | -0.0046285 |
| Black Country Woman | Back In The Village | -0.0046285 |
| Bullet the Blue Sky | Two Minutes To Midnight | -0.0046620 |
| Two Minutes To Midnight | Bullet the Blue Sky | -0.0046620 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | In The Light | -0.0046620 |
| In The Light | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0046620 |
| The Rover | Slave | -0.0047993 |
| Slave | The Rover | -0.0047993 |
| Something About Us | Mothers of the Disappeared | -0.0048119 |
| Mothers of the Disappeared | Something About Us | -0.0048119 |
| Boogie With Stu | Harder, Better, Faster, Stronger | -0.0048200 |
| Harder, Better, Faster, Stronger | Boogie With Stu | -0.0048200 |
| The Element Of One | Harder, Better, Faster, Stronger | -0.0048430 |
| Harder, Better, Faster, Stronger | The Element Of One | -0.0048430 |
| Self Revolution | One Tree Hill | -0.0048899 |
| One Tree Hill | Self Revolution | -0.0048899 |
| Rise Inside | Harder, Better, Faster, Stronger | -0.0049691 |
| Harder, Better, Faster, Stronger | Rise Inside | -0.0049691 |
| Susie (Dramas) | Digital Love | -0.0050631 |
| Digital Love | Susie (Dramas) | -0.0050631 |
| One Tree Hill | In The Light | -0.0050849 |
| In The Light | One Tree Hill | -0.0050849 |
| The Rover | Sick Again | -0.0050950 |
| Sick Again | The Rover | -0.0050950 |
| Face To Face | The Rover | -0.0050996 |
| The Rover | Face To Face | -0.0050996 |
| I Think I’m Going to Kill Myself | In The Light | -0.0051028 |
| In The Light | I Think I’m Going to Kill Myself | -0.0051028 |
| Mothers of the Disappeared | Harder, Better, Faster, Stronger | -0.0051049 |
| Harder, Better, Faster, Stronger | Mothers of the Disappeared | -0.0051049 |
| I Think I’m Going to Kill Myself | One Tree Hill | -0.0051177 |
| One Tree Hill | I Think I’m Going to Kill Myself | -0.0051177 |
| The Wanton Song | Trampled Under Foot | -0.0051815 |
| Trampled Under Foot | The Wanton Song | -0.0051815 |
| The Element Of One | Too Long | -0.0051991 |
| Too Long | The Element Of One | -0.0051991 |
| Mona Lisas and Mad Hatters | Too Long | -0.0052581 |
| Too Long | Mona Lisas and Mad Hatters | -0.0052581 |
| To The Sons Of Man | Something About Us | -0.0053147 |
| Something About Us | To The Sons Of Man | -0.0053147 |
| Running to Stand Still | Back In The Village | -0.0053200 |
| Back In The Village | Running to Stand Still | -0.0053200 |
| Just Barely Breathing | Slave | -0.0053600 |
| Slave | Just Barely Breathing | -0.0053600 |
| The Wanton Song | Back In The Village | -0.0054046 |
| Back In The Village | The Wanton Song | -0.0054046 |
| Mothers of the Disappeared | Too Long | -0.0054802 |
| Too Long | Mothers of the Disappeared | -0.0054802 |
| One Tree Hill | Rise Inside | -0.0056229 |
| Rise Inside | One Tree Hill | -0.0056229 |
| To The Sons Of Man | Harder, Better, Faster, Stronger | -0.0056382 |
| Harder, Better, Faster, Stronger | To The Sons Of Man | -0.0056382 |
| The Rover | Powerslave | -0.0056758 |
| Powerslave | The Rover | -0.0056758 |
| Something About Us | Back In The Village | -0.0056853 |
| Back In The Village | Something About Us | -0.0056853 |
| Hercules | Custard Pie | -0.0057047 |
| Custard Pie | Hercules | -0.0057047 |
| Just Barely Breathing | Mona Lisas and Mad Hatters | -0.0058297 |
| Mona Lisas and Mad Hatters | Just Barely Breathing | -0.0058297 |
| When The Balance Is Broken | Something About Us | -0.0058579 |
| Something About Us | When The Balance Is Broken | -0.0058579 |
| The Rover | My Last Serenade | -0.0058598 |
| My Last Serenade | The Rover | -0.0058598 |
| Slave | Digital Love | -0.0059181 |
| Digital Love | Slave | -0.0059181 |
| Boogie With Stu | Running to Stand Still | -0.0059316 |
| Running to Stand Still | Boogie With Stu | -0.0059316 |
| I Think I’m Going to Kill Myself | I Still Haven’t Found What I’m Looking For | -0.0059463 |
| I Still Haven’t Found What I’m Looking For | I Think I’m Going to Kill Myself | -0.0059463 |
| Something About Us | Salvation | -0.0059520 |
| Salvation | Something About Us | -0.0059520 |
| Trampled Under Foot | Numbered Days | -0.0059610 |
| Numbered Days | Trampled Under Foot | -0.0059610 |
| Where the Streets Have No Name | Harder, Better, Faster, Stronger | -0.0059664 |
| Harder, Better, Faster, Stronger | Where the Streets Have No Name | -0.0059664 |
| Honky Cat | Too Long | -0.0059677 |
| Too Long | Honky Cat | -0.0059677 |
| The Element Of One | Red Hill Mining Town | -0.0060181 |
| Red Hill Mining Town | The Element Of One | -0.0060181 |
| Back In The Village | Harder, Better, Faster, Stronger | -0.0060314 |
| Harder, Better, Faster, Stronger | Back In The Village | -0.0060314 |
| To The Sons Of Man | Too Long | -0.0060528 |
| Too Long | To The Sons Of Man | -0.0060528 |
| Just Barely Breathing | One More Time | -0.0060660 |
| One More Time | Just Barely Breathing | -0.0060660 |
| I Still Haven’t Found What I’m Looking For | Numbered Days | -0.0060676 |
| Numbered Days | I Still Haven’t Found What I’m Looking For | -0.0060676 |
| Down By The Seaside | Harder, Better, Faster, Stronger | -0.0060962 |
| Harder, Better, Faster, Stronger | Down By The Seaside | -0.0060962 |
| Something About Us | Custard Pie | -0.0061184 |
| Custard Pie | Something About Us | -0.0061184 |
| Life To Lifeless | Running to Stand Still | -0.0061495 |
| Running to Stand Still | Life To Lifeless | -0.0061495 |
| Sick Again | The Duellists | -0.0061627 |
| The Duellists | Sick Again | -0.0061627 |
| Numbered Days | Harder, Better, Faster, Stronger | -0.0061781 |
| Harder, Better, Faster, Stronger | Numbered Days | -0.0061781 |
| My Last Serenade | Something About Us | -0.0061887 |
| Something About Us | My Last Serenade | -0.0061887 |
| Face To Face | Flash Of The Blade | -0.0061919 |
| Flash Of The Blade | Face To Face | -0.0061919 |
| With or Without You | Something About Us | -0.0062119 |
| Something About Us | With or Without You | -0.0062119 |
| When The Balance Is Broken | Harder, Better, Faster, Stronger | -0.0062145 |
| Harder, Better, Faster, Stronger | When The Balance Is Broken | -0.0062145 |
| In God’s Country | Boogie With Stu | -0.0062346 |
| Boogie With Stu | In God’s Country | -0.0062346 |
| Flash Of The Blade | Mothers of the Disappeared | -0.0062775 |
| Mothers of the Disappeared | Flash Of The Blade | -0.0062775 |
| Life To Lifeless | Harder, Better, Faster, Stronger | -0.0062942 |
| Harder, Better, Faster, Stronger | Life To Lifeless | -0.0062942 |
| Flash Of The Blade | Bullet the Blue Sky | -0.0063058 |
| Bullet the Blue Sky | Flash Of The Blade | -0.0063058 |
| Salvation | Harder, Better, Faster, Stronger | -0.0063144 |
| Harder, Better, Faster, Stronger | Salvation | -0.0063144 |
| The Element Of One | Black Country Woman | -0.0063193 |
| Black Country Woman | The Element Of One | -0.0063193 |
| Trip Through Your Wires | Night Flight | -0.0063359 |
| Night Flight | Trip Through Your Wires | -0.0063359 |
| Vide Infra | Down By The Seaside | -0.0063599 |
| Down By The Seaside | Vide Infra | -0.0063599 |
| Life To Lifeless | One More Time | -0.0063962 |
| One More Time | Life To Lifeless | -0.0063962 |
| Flash Of The Blade | Custard Pie | -0.0064265 |
| Custard Pie | Flash Of The Blade | -0.0064265 |
| Back In The Village | Too Long | -0.0064749 |
| Too Long | Back In The Village | -0.0064749 |
| Mellow | Kashmir | -0.0064814 |
| Kashmir | Mellow | -0.0064814 |
| Hercules | Too Long | -0.0064838 |
| Too Long | Hercules | -0.0064838 |
| Custard Pie | Harder, Better, Faster, Stronger | -0.0064909 |
| Harder, Better, Faster, Stronger | Custard Pie | -0.0064909 |
| Down By The Seaside | Too Long | -0.0065444 |
| Too Long | Down By The Seaside | -0.0065444 |
| My Last Serenade | Harder, Better, Faster, Stronger | -0.0065655 |
| Harder, Better, Faster, Stronger | My Last Serenade | -0.0065655 |
| Amy | Running to Stand Still | -0.0065658 |
| Running to Stand Still | Amy | -0.0065658 |
| Vide Infra | Red Hill Mining Town | -0.0065668 |
| Red Hill Mining Town | Vide Infra | -0.0065668 |
| To The Sons Of Man | Trampled Under Foot | -0.0065913 |
| Trampled Under Foot | To The Sons Of Man | -0.0065913 |
| Just Barely Breathing | Ten Years Gone | -0.0066258 |
| Ten Years Gone | Just Barely Breathing | -0.0066258 |
| Numbered Days | Too Long | -0.0066324 |
| Too Long | Numbered Days | -0.0066324 |
| The Element Of One | One More Time | -0.0066350 |
| One More Time | The Element Of One | -0.0066350 |
| Temple From The Within | Back In The Village | -0.0066397 |
| Back In The Village | Temple From The Within | -0.0066397 |
| When The Balance Is Broken | Too Long | -0.0066715 |
| Too Long | When The Balance Is Broken | -0.0066715 |
| Mothers of the Disappeared | In The Light | -0.0066761 |
| In The Light | Mothers of the Disappeared | -0.0066761 |
| My Last Serenade | Running to Stand Still | -0.0066970 |
| Running to Stand Still | My Last Serenade | -0.0066970 |
| Hercules | In My Time Of Dying | -0.0067195 |
| In My Time Of Dying | Hercules | -0.0067195 |
| Life To Lifeless | Too Long | -0.0067570 |
| Too Long | Life To Lifeless | -0.0067570 |
| Mona Lisas and Mad Hatters | Flash Of The Blade | -0.0067630 |
| Flash Of The Blade | Mona Lisas and Mad Hatters | -0.0067630 |
| Something About Us | I Still Haven’t Found What I’m Looking For | -0.0067795 |
| I Still Haven’t Found What I’m Looking For | Something About Us | -0.0067795 |
| In My Time Of Dying | Rime Of The Ancient Mariner | -0.0068410 |
| Rime Of The Ancient Mariner | In My Time Of Dying | -0.0068410 |
| Fixation On The Darkness | Harder, Better, Faster, Stronger | -0.0068622 |
| Harder, Better, Faster, Stronger | Fixation On The Darkness | -0.0068622 |
| Honky Cat | Digital Love | -0.0068840 |
| Digital Love | Honky Cat | -0.0068840 |
| Something About Us | Trip Through Your Wires | -0.0068884 |
| Trip Through Your Wires | Something About Us | -0.0068884 |
| Something About Us | Running to Stand Still | -0.0069325 |
| Running to Stand Still | Something About Us | -0.0069325 |
| Mothers of the Disappeared | One More Time | -0.0069937 |
| One More Time | Mothers of the Disappeared | -0.0069937 |
| The Wanton Song | Self Revolution | -0.0070082 |
| Self Revolution | The Wanton Song | -0.0070082 |
| Mona Lisas and Mad Hatters | Trampled Under Foot | -0.0070298 |
| Trampled Under Foot | Mona Lisas and Mad Hatters | -0.0070298 |
| Trip Through Your Wires | Numbered Days | -0.0070527 |
| Numbered Days | Trip Through Your Wires | -0.0070527 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Trip Through Your Wires | -0.0070917 |
| Trip Through Your Wires | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0070917 |
| I Still Haven’t Found What I’m Looking For | Harder, Better, Faster, Stronger | -0.0071922 |
| Harder, Better, Faster, Stronger | I Still Haven’t Found What I’m Looking For | -0.0071922 |
| Face To Face | Two Minutes To Midnight | -0.0072268 |
| Two Minutes To Midnight | Face To Face | -0.0072268 |
| Exit | Harder, Better, Faster, Stronger | -0.0072804 |
| Harder, Better, Faster, Stronger | Exit | -0.0072804 |
| Trip Through Your Wires | Down By The Seaside | -0.0072909 |
| Down By The Seaside | Trip Through Your Wires | -0.0072909 |
| Trip Through Your Wires | Harder, Better, Faster, Stronger | -0.0073077 |
| Harder, Better, Faster, Stronger | Trip Through Your Wires | -0.0073077 |
| Temple From The Within | Harder, Better, Faster, Stronger | -0.0073540 |
| Harder, Better, Faster, Stronger | Temple From The Within | -0.0073540 |
| Running to Stand Still | Harder, Better, Faster, Stronger | -0.0073545 |
| Harder, Better, Faster, Stronger | Running to Stand Still | -0.0073545 |
| To The Sons Of Man | Black Country Woman | -0.0073569 |
| Black Country Woman | To The Sons Of Man | -0.0073569 |
| Face To Face | Something About Us | -0.0073856 |
| Something About Us | Face To Face | -0.0073856 |
| Honky Cat | The Duellists | -0.0073970 |
| The Duellists | Honky Cat | -0.0073970 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Exit | -0.0074075 |
| Exit | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0074075 |
| My Last Serenade | Two Minutes To Midnight | -0.0074195 |
| Two Minutes To Midnight | My Last Serenade | -0.0074195 |
| The Element Of One | Boogie With Stu | -0.0074709 |
| Boogie With Stu | The Element Of One | -0.0074709 |
| Trip Through Your Wires | Aces High | -0.0074996 |
| Aces High | Trip Through Your Wires | -0.0074996 |
| Running to Stand Still | Black Country Woman | -0.0075249 |
| Black Country Woman | Running to Stand Still | -0.0075249 |
| The Duellists | Red Hill Mining Town | -0.0075402 |
| Red Hill Mining Town | The Duellists | -0.0075402 |
| Life To Lifeless | One Tree Hill | -0.0075621 |
| One Tree Hill | Life To Lifeless | -0.0075621 |
| Mellow | Harder, Better, Faster, Stronger | -0.0075918 |
| Harder, Better, Faster, Stronger | Mellow | -0.0075918 |
| To The Sons Of Man | Night Flight | -0.0075937 |
| Night Flight | To The Sons Of Man | -0.0075937 |
| Self Revolution | Harder, Better, Faster, Stronger | -0.0076482 |
| Harder, Better, Faster, Stronger | Self Revolution | -0.0076482 |
| Boogie With Stu | Rise Inside | -0.0076654 |
| Rise Inside | Boogie With Stu | -0.0076654 |
| Just Barely Breathing | Something About Us | -0.0076926 |
| Something About Us | Just Barely Breathing | -0.0076926 |
| The Element Of One | Rise Inside | -0.0077020 |
| Rise Inside | The Element Of One | -0.0077020 |
| I Still Haven’t Found What I’m Looking For | Too Long | -0.0077210 |
| Too Long | I Still Haven’t Found What I’m Looking For | -0.0077210 |
| To The Sons Of Man | One More Time | -0.0077244 |
| One More Time | To The Sons Of Man | -0.0077244 |
| Salvation | Aces High | -0.0077514 |
| Aces High | Salvation | -0.0077514 |
| Something About Us | Mona Lisas and Mad Hatters | -0.0077581 |
| Mona Lisas and Mad Hatters | Something About Us | -0.0077581 |
| Face To Face | One More Time | -0.0077711 |
| One More Time | Face To Face | -0.0077711 |
| Something About Us | Flash Of The Blade | -0.0077923 |
| Flash Of The Blade | Something About Us | -0.0077923 |
| Face To Face | Harder, Better, Faster, Stronger | -0.0078352 |
| Harder, Better, Faster, Stronger | Face To Face | -0.0078352 |
| Salvation | Rime Of The Ancient Mariner | -0.0078823 |
| Rime Of The Ancient Mariner | Salvation | -0.0078823 |
| Back In The Village | In The Light | -0.0078878 |
| In The Light | Back In The Village | -0.0078878 |
| Kashmir | Down By The Seaside | -0.0078917 |
| Down By The Seaside | Kashmir | -0.0078917 |
| Running to Stand Still | Too Long | -0.0078953 |
| Too Long | Running to Stand Still | -0.0078953 |
| The Element Of One | Mothers of the Disappeared | -0.0079125 |
| Mothers of the Disappeared | The Element Of One | -0.0079125 |
| Amy | Harder, Better, Faster, Stronger | -0.0079154 |
| Harder, Better, Faster, Stronger | Amy | -0.0079154 |
| Powerslave | Boogie With Stu | -0.0079226 |
| Boogie With Stu | Powerslave | -0.0079226 |
| I Think I’m Going to Kill Myself | Exit | -0.0079564 |
| Exit | I Think I’m Going to Kill Myself | -0.0079564 |
| Hercules | Rime Of The Ancient Mariner | -0.0080173 |
| Rime Of The Ancient Mariner | Hercules | -0.0080173 |
| Vide Infra | Two Minutes To Midnight | -0.0080372 |
| Two Minutes To Midnight | Vide Infra | -0.0080372 |
| The Duellists | Harder, Better, Faster, Stronger | -0.0080386 |
| Harder, Better, Faster, Stronger | The Duellists | -0.0080386 |
| Two Minutes To Midnight | Numbered Days | -0.0080451 |
| Numbered Days | Two Minutes To Midnight | -0.0080451 |
| Susie (Dramas) | Harder, Better, Faster, Stronger | -0.0080468 |
| Harder, Better, Faster, Stronger | Susie (Dramas) | -0.0080468 |
| One Tree Hill | Harder, Better, Faster, Stronger | -0.0080471 |
| Harder, Better, Faster, Stronger | One Tree Hill | -0.0080471 |
| Numbered Days | Black Country Woman | -0.0080614 |
| Black Country Woman | Numbered Days | -0.0080614 |
| Numbered Days | In The Light | -0.0080797 |
| In The Light | Numbered Days | -0.0080797 |
| When The Balance Is Broken | Black Country Woman | -0.0081088 |
| Black Country Woman | When The Balance Is Broken | -0.0081088 |
| Two Minutes To Midnight | Black Country Woman | -0.0081159 |
| Black Country Woman | Two Minutes To Midnight | -0.0081159 |
| When The Balance Is Broken | In The Light | -0.0081273 |
| In The Light | When The Balance Is Broken | -0.0081273 |
| Just Barely Breathing | Harder, Better, Faster, Stronger | -0.0081610 |
| Harder, Better, Faster, Stronger | Just Barely Breathing | -0.0081610 |
| Where the Streets Have No Name | One More Time | -0.0081740 |
| One More Time | Where the Streets Have No Name | -0.0081740 |
| Life To Lifeless | Black Country Woman | -0.0082128 |
| Black Country Woman | Life To Lifeless | -0.0082128 |
| Mona Lisas and Mad Hatters | Harder, Better, Faster, Stronger | -0.0082304 |
| Harder, Better, Faster, Stronger | Mona Lisas and Mad Hatters | -0.0082304 |
| Ten Years Gone | Bullet the Blue Sky | -0.0082367 |
| Bullet the Blue Sky | Ten Years Gone | -0.0082367 |
| Aces High | Harder, Better, Faster, Stronger | -0.0082389 |
| Harder, Better, Faster, Stronger | Aces High | -0.0082389 |
| Salvation | Black Country Woman | -0.0082392 |
| Black Country Woman | Salvation | -0.0082392 |
| Back In The Village | One More Time | -0.0082630 |
| One More Time | Back In The Village | -0.0082630 |
| Flash Of The Blade | Harder, Better, Faster, Stronger | -0.0082667 |
| Harder, Better, Faster, Stronger | Flash Of The Blade | -0.0082667 |
| Vide Infra | Exit | -0.0082828 |
| Exit | Vide Infra | -0.0082828 |
| Mona Lisas and Mad Hatters | Where the Streets Have No Name | -0.0082922 |
| Where the Streets Have No Name | Mona Lisas and Mad Hatters | -0.0082922 |
| Honky Cat | Trampled Under Foot | -0.0083269 |
| Trampled Under Foot | Honky Cat | -0.0083269 |
| The Wanton Song | Harder, Better, Faster, Stronger | -0.0083663 |
| Harder, Better, Faster, Stronger | The Wanton Song | -0.0083663 |
| Powerslave | Mothers of the Disappeared | -0.0083908 |
| Mothers of the Disappeared | Powerslave | -0.0083908 |
| In God’s Country | Two Minutes To Midnight | -0.0084108 |
| Two Minutes To Midnight | In God’s Country | -0.0084108 |
| Face To Face | Too Long | -0.0084113 |
| Too Long | Face To Face | -0.0084113 |
| Honky Cat | Black Country Woman | -0.0084208 |
| Black Country Woman | Honky Cat | -0.0084208 |
| Just Barely Breathing | Hercules | -0.0084417 |
| Hercules | Just Barely Breathing | -0.0084417 |
| Red Hill Mining Town | Harder, Better, Faster, Stronger | -0.0084514 |
| Harder, Better, Faster, Stronger | Red Hill Mining Town | -0.0084514 |
| Custard Pie | Rime Of The Ancient Mariner | -0.0084817 |
| Rime Of The Ancient Mariner | Custard Pie | -0.0084817 |
| Amy | Too Long | -0.0084974 |
| Too Long | Amy | -0.0084974 |
| When The Balance Is Broken | One More Time | -0.0085139 |
| One More Time | When The Balance Is Broken | -0.0085139 |
| Vide Infra | Amy | -0.0085158 |
| Amy | Vide Infra | -0.0085158 |
| Temple From The Within | Two Minutes To Midnight | -0.0085378 |
| Two Minutes To Midnight | Temple From The Within | -0.0085378 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Mona Lisas and Mad Hatters | -0.0085578 |
| Mona Lisas and Mad Hatters | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0085578 |
| My Last Serenade | Black Country Woman | -0.0085668 |
| Black Country Woman | My Last Serenade | -0.0085668 |
| With or Without You | Black Country Woman | -0.0085989 |
| Black Country Woman | With or Without You | -0.0085989 |
| I Think I’m Going to Kill Myself | Harder, Better, Faster, Stronger | -0.0086109 |
| Harder, Better, Faster, Stronger | I Think I’m Going to Kill Myself | -0.0086109 |
| Honky Cat | Something About Us | -0.0086130 |
| Something About Us | Honky Cat | -0.0086130 |
| With or Without You | In The Light | -0.0086185 |
| In The Light | With or Without You | -0.0086185 |
| Something About Us | Bullet the Blue Sky | -0.0086262 |
| Bullet the Blue Sky | Something About Us | -0.0086262 |
| Susie (Dramas) | Too Long | -0.0086385 |
| Too Long | Susie (Dramas) | -0.0086385 |
| One Tree Hill | Too Long | -0.0086388 |
| Too Long | One Tree Hill | -0.0086388 |
| Mothers of the Disappeared | Trampled Under Foot | -0.0086558 |
| Trampled Under Foot | Mothers of the Disappeared | -0.0086558 |
| Face To Face | One Tree Hill | -0.0086711 |
| One Tree Hill | Face To Face | -0.0086711 |
| In God’s Country | Harder, Better, Faster, Stronger | -0.0086954 |
| Harder, Better, Faster, Stronger | In God’s Country | -0.0086954 |
| To The Sons Of Man | Boogie With Stu | -0.0086976 |
| Boogie With Stu | To The Sons Of Man | -0.0086976 |
| Honky Cat | Running to Stand Still | -0.0087210 |
| Running to Stand Still | Honky Cat | -0.0087210 |
| Just Barely Breathing | Too Long | -0.0087611 |
| Too Long | Just Barely Breathing | -0.0087611 |
| Two Minutes To Midnight | Too Long | -0.0088155 |
| Too Long | Two Minutes To Midnight | -0.0088155 |
| Susie (Dramas) | Powerslave | -0.0088204 |
| Powerslave | Susie (Dramas) | -0.0088204 |
| Slave | Numbered Days | -0.0089043 |
| Numbered Days | Slave | -0.0089043 |
| Just Barely Breathing | The Rover | -0.0089180 |
| The Rover | Just Barely Breathing | -0.0089180 |
| Fixation On The Darkness | Black Country Woman | -0.0089540 |
| Black Country Woman | Fixation On The Darkness | -0.0089540 |
| Vide Infra | Harder, Better, Faster, Stronger | -0.0089642 |
| Harder, Better, Faster, Stronger | Vide Infra | -0.0089642 |
| Vide Infra | Trampled Under Foot | -0.0089897 |
| Trampled Under Foot | Vide Infra | -0.0089897 |
| My Last Serenade | One More Time | -0.0089947 |
| One More Time | My Last Serenade | -0.0089947 |
| Just Barely Breathing | Flash Of The Blade | -0.0090451 |
| Flash Of The Blade | Just Barely Breathing | -0.0090451 |
| Honky Cat | Harder, Better, Faster, Stronger | -0.0091373 |
| Harder, Better, Faster, Stronger | Honky Cat | -0.0091373 |
| Trip Through Your Wires | Exit | -0.0091376 |
| Exit | Trip Through Your Wires | -0.0091376 |
| Bullet the Blue Sky | Harder, Better, Faster, Stronger | -0.0091514 |
| Harder, Better, Faster, Stronger | Bullet the Blue Sky | -0.0091514 |
| Kashmir | Harder, Better, Faster, Stronger | -0.0091603 |
| Harder, Better, Faster, Stronger | Kashmir | -0.0091603 |
| The Element Of One | Digital Love | -0.0091621 |
| Digital Love | The Element Of One | -0.0091621 |
| Where the Streets Have No Name | Boogie With Stu | -0.0092039 |
| Boogie With Stu | Where the Streets Have No Name | -0.0092039 |
| The Element Of One | Where the Streets Have No Name | -0.0092479 |
| Where the Streets Have No Name | The Element Of One | -0.0092479 |
| In My Time Of Dying | Running to Stand Still | -0.0092699 |
| Running to Stand Still | In My Time Of Dying | -0.0092699 |
| Boogie With Stu | Back In The Village | -0.0093041 |
| Back In The Village | Boogie With Stu | -0.0093041 |
| Bullet the Blue Sky | Back In The Village | -0.0093309 |
| Back In The Village | Bullet the Blue Sky | -0.0093309 |
| In God’s Country | One More Time | -0.0093353 |
| One More Time | In God’s Country | -0.0093353 |
| The Element Of One | Back In The Village | -0.0093486 |
| Back In The Village | The Element Of One | -0.0093486 |
| I Still Haven’t Found What I’m Looking For | Mellow | -0.0093827 |
| Mellow | I Still Haven’t Found What I’m Looking For | -0.0093827 |
| I Still Haven’t Found What I’m Looking For | Black Country Woman | -0.0093845 |
| Black Country Woman | I Still Haven’t Found What I’m Looking For | -0.0093845 |
| Life To Lifeless | Trampled Under Foot | -0.0093895 |
| Trampled Under Foot | Life To Lifeless | -0.0093895 |
| Face To Face | Powerslave | -0.0093915 |
| Powerslave | Face To Face | -0.0093915 |
| Boogie With Stu | Down By The Seaside | -0.0094041 |
| Down By The Seaside | Boogie With Stu | -0.0094041 |
| Sick Again | Where the Streets Have No Name | -0.0094050 |
| Where the Streets Have No Name | Sick Again | -0.0094050 |
| Slave | Harder, Better, Faster, Stronger | -0.0094057 |
| Harder, Better, Faster, Stronger | Slave | -0.0094057 |
| The Duellists | Where the Streets Have No Name | -0.0094081 |
| Where the Streets Have No Name | The Duellists | -0.0094081 |
| Sick Again | Something About Us | -0.0094121 |
| Something About Us | Sick Again | -0.0094121 |
| Honky Cat | Two Minutes To Midnight | -0.0094236 |
| Two Minutes To Midnight | Honky Cat | -0.0094236 |
| The Element Of One | Down By The Seaside | -0.0094490 |
| Down By The Seaside | The Element Of One | -0.0094490 |
| The Wanton Song | Trip Through Your Wires | -0.0094543 |
| Trip Through Your Wires | The Wanton Song | -0.0094543 |
| Hercules | Flash Of The Blade | -0.0094545 |
| Flash Of The Blade | Hercules | -0.0094545 |
| Night Flight | Harder, Better, Faster, Stronger | -0.0094554 |
| Harder, Better, Faster, Stronger | Night Flight | -0.0094554 |
| Aces High | Mellow | -0.0094841 |
| Mellow | Aces High | -0.0094841 |
| Bullet the Blue Sky | Trampled Under Foot | -0.0095093 |
| Trampled Under Foot | Bullet the Blue Sky | -0.0095093 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Black Country Woman | -0.0095162 |
| Black Country Woman | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0095162 |
| Boogie With Stu | Numbered Days | -0.0095305 |
| Numbered Days | Boogie With Stu | -0.0095305 |
| Trip Through Your Wires | Black Country Woman | -0.0095353 |
| Black Country Woman | Trip Through Your Wires | -0.0095353 |
| Honky Cat | Night Flight | -0.0095393 |
| Night Flight | Honky Cat | -0.0095393 |
| Hercules | Harder, Better, Faster, Stronger | -0.0095492 |
| Harder, Better, Faster, Stronger | Hercules | -0.0095492 |
| When The Balance Is Broken | Boogie With Stu | -0.0095866 |
| Boogie With Stu | When The Balance Is Broken | -0.0095866 |
| Temple From The Within | Black Country Woman | -0.0095957 |
| Black Country Woman | Temple From The Within | -0.0095957 |
| Running to Stand Still | In The Light | -0.0096182 |
| In The Light | Running to Stand Still | -0.0096182 |
| Custard Pie | Amy | -0.0096447 |
| Amy | Custard Pie | -0.0096447 |
| Trip Through Your Wires | Kashmir | -0.0096737 |
| Kashmir | Trip Through Your Wires | -0.0096737 |
| Hercules | Trampled Under Foot | -0.0096936 |
| Trampled Under Foot | Hercules | -0.0096936 |
| Life To Lifeless | Boogie With Stu | -0.0097095 |
| Boogie With Stu | Life To Lifeless | -0.0097095 |
| Salvation | Boogie With Stu | -0.0097407 |
| Boogie With Stu | Salvation | -0.0097407 |
| Mona Lisas and Mad Hatters | One More Time | -0.0097458 |
| One More Time | Mona Lisas and Mad Hatters | -0.0097458 |
| Life To Lifeless | The Element Of One | -0.0097559 |
| The Element Of One | Life To Lifeless | -0.0097559 |
| Two Minutes To Midnight | Harder, Better, Faster, Stronger | -0.0098051 |
| Harder, Better, Faster, Stronger | Two Minutes To Midnight | -0.0098051 |
| Vide Infra | Slave | -0.0098125 |
| Slave | Vide Infra | -0.0098125 |
| I Still Haven’t Found What I’m Looking For | One More Time | -0.0098533 |
| One More Time | I Still Haven’t Found What I’m Looking For | -0.0098533 |
| When The Balance Is Broken | Rise Inside | -0.0098831 |
| Rise Inside | When The Balance Is Broken | -0.0098831 |
| Hercules | Running to Stand Still | -0.0099365 |
| Running to Stand Still | Hercules | -0.0099365 |
| Hercules | In God’s Country | -0.0099448 |
| In God’s Country | Hercules | -0.0099448 |
| Exit | One More Time | -0.0099741 |
| One More Time | Exit | -0.0099741 |
| Self Revolution | Black Country Woman | -0.0099795 |
| Black Country Woman | Self Revolution | -0.0099795 |
| Sick Again | Harder, Better, Faster, Stronger | -0.0099851 |
| Harder, Better, Faster, Stronger | Sick Again | -0.0099851 |
| The Rover | Flash Of The Blade | -0.0099879 |
| Flash Of The Blade | The Rover | -0.0099879 |
| When The Balance Is Broken | Two Minutes To Midnight | -0.0099940 |
| Two Minutes To Midnight | When The Balance Is Broken | -0.0099940 |
| Self Revolution | In The Light | -0.0100022 |
| In The Light | Self Revolution | -0.0100022 |
| Trip Through Your Wires | One More Time | -0.0100116 |
| One More Time | Trip Through Your Wires | -0.0100116 |
| Salvation | Rise Inside | -0.0100420 |
| Rise Inside | Salvation | -0.0100420 |
| The Element Of One | Custard Pie | -0.0100609 |
| Custard Pie | The Element Of One | -0.0100609 |
| Temple From The Within | One More Time | -0.0100750 |
| One More Time | Temple From The Within | -0.0100750 |
| Running to Stand Still | One More Time | -0.0100757 |
| One More Time | Running to Stand Still | -0.0100757 |
| The Rover | Harder, Better, Faster, Stronger | -0.0100880 |
| Harder, Better, Faster, Stronger | The Rover | -0.0100880 |
| The Duellists | Bullet the Blue Sky | -0.0101221 |
| Bullet the Blue Sky | The Duellists | -0.0101221 |
| Custard Pie | Mellow | -0.0101532 |
| Mellow | Custard Pie | -0.0101532 |
| When The Balance Is Broken | Mothers of the Disappeared | -0.0101532 |
| Mothers of the Disappeared | When The Balance Is Broken | -0.0101532 |
| With or Without You | Boogie With Stu | -0.0101659 |
| Boogie With Stu | With or Without You | -0.0101659 |
| Life To Lifeless | Mothers of the Disappeared | -0.0102833 |
| Mothers of the Disappeared | Life To Lifeless | -0.0102833 |
| Hercules | Bullet the Blue Sky | -0.0103072 |
| Bullet the Blue Sky | Hercules | -0.0103072 |
| Salvation | Mothers of the Disappeared | -0.0103164 |
| Mothers of the Disappeared | Salvation | -0.0103164 |
| Custard Pie | Rise Inside | -0.0103227 |
| Rise Inside | Custard Pie | -0.0103227 |
| Powerslave | Too Long | -0.0103237 |
| Too Long | Powerslave | -0.0103237 |
| Trip Through Your Wires | Two Minutes To Midnight | -0.0103546 |
| Two Minutes To Midnight | Trip Through Your Wires | -0.0103546 |
| Trip Through Your Wires | Mellow | -0.0104144 |
| Mellow | Trip Through Your Wires | -0.0104144 |
| With or Without You | Night Flight | -0.0104566 |
| Night Flight | With or Without You | -0.0104566 |
| Self Revolution | One More Time | -0.0104780 |
| One More Time | Self Revolution | -0.0104780 |
| With or Without You | Rise Inside | -0.0104804 |
| Rise Inside | With or Without You | -0.0104804 |
| Mona Lisas and Mad Hatters | Trip Through Your Wires | -0.0104811 |
| Trip Through Your Wires | Mona Lisas and Mad Hatters | -0.0104811 |
| The Duellists | Black Country Woman | -0.0104889 |
| Black Country Woman | The Duellists | -0.0104889 |
| The Rover | Running to Stand Still | -0.0104971 |
| Running to Stand Still | The Rover | -0.0104971 |
| Amy | Back In The Village | -0.0105594 |
| Back In The Village | Amy | -0.0105594 |
| Just Barely Breathing | Black Country Woman | -0.0106486 |
| Black Country Woman | Just Barely Breathing | -0.0106486 |
| To The Sons Of Man | Digital Love | -0.0106664 |
| Digital Love | To The Sons Of Man | -0.0106664 |
| Just Barely Breathing | In The Light | -0.0106729 |
| In The Light | Just Barely Breathing | -0.0106729 |
| My Last Serenade | Mothers of the Disappeared | -0.0107266 |
| Mothers of the Disappeared | My Last Serenade | -0.0107266 |
| Mona Lisas and Mad Hatters | Black Country Woman | -0.0107393 |
| Black Country Woman | Mona Lisas and Mad Hatters | -0.0107393 |
| Mona Lisas and Mad Hatters | Exit | -0.0107431 |
| Exit | Mona Lisas and Mad Hatters | -0.0107431 |
| Aces High | Black Country Woman | -0.0107503 |
| Black Country Woman | Aces High | -0.0107503 |
| With or Without You | Mothers of the Disappeared | -0.0107668 |
| Mothers of the Disappeared | With or Without You | -0.0107668 |
| Aces High | In The Light | -0.0107748 |
| In The Light | Aces High | -0.0107748 |
| Flash Of The Blade | Black Country Woman | -0.0107866 |
| Black Country Woman | Flash Of The Blade | -0.0107866 |
| Hercules | Down By The Seaside | -0.0107878 |
| Down By The Seaside | Hercules | -0.0107878 |
| Face To Face | Kashmir | -0.0108064 |
| Kashmir | Face To Face | -0.0108064 |
| The Rover | Too Long | -0.0108298 |
| Too Long | The Rover | -0.0108298 |
| Exit | Numbered Days | -0.0108379 |
| Numbered Days | Exit | -0.0108379 |
| Amy | One More Time | -0.0108441 |
| One More Time | Amy | -0.0108441 |
| To The Sons Of Man | Down By The Seaside | -0.0110005 |
| Down By The Seaside | To The Sons Of Man | -0.0110005 |
| Just Barely Breathing | Aces High | -0.0110040 |
| Aces High | Just Barely Breathing | -0.0110040 |
| Powerslave | Back In The Village | -0.0110073 |
| Back In The Village | Powerslave | -0.0110073 |
| Custard Pie | Bullet the Blue Sky | -0.0110078 |
| Bullet the Blue Sky | Custard Pie | -0.0110078 |
| One Tree Hill | One More Time | -0.0110245 |
| One More Time | One Tree Hill | -0.0110245 |
| In My Time Of Dying | Back In The Village | -0.0110519 |
| Back In The Village | In My Time Of Dying | -0.0110519 |
| The Element Of One | I Still Haven’t Found What I’m Looking For | -0.0111478 |
| I Still Haven’t Found What I’m Looking For | The Element Of One | -0.0111478 |
| Susie (Dramas) | Two Minutes To Midnight | -0.0111500 |
| Two Minutes To Midnight | Susie (Dramas) | -0.0111500 |
| Fixation On The Darkness | Mothers of the Disappeared | -0.0112114 |
| Mothers of the Disappeared | Fixation On The Darkness | -0.0112114 |
| When The Balance Is Broken | To The Sons Of Man | -0.0112140 |
| To The Sons Of Man | When The Balance Is Broken | -0.0112140 |
| I Think I’m Going to Kill Myself | Black Country Woman | -0.0112357 |
| Black Country Woman | I Think I’m Going to Kill Myself | -0.0112357 |
| The Element Of One | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0113042 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | The Element Of One | -0.0113042 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | In God’s Country | -0.0113226 |
| In God’s Country | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0113226 |
| Flash Of The Blade | One More Time | -0.0113254 |
| One More Time | Flash Of The Blade | -0.0113254 |
| The Element Of One | Trip Through Your Wires | -0.0113269 |
| Trip Through Your Wires | The Element Of One | -0.0113269 |
| Temple From The Within | Boogie With Stu | -0.0113444 |
| Boogie With Stu | Temple From The Within | -0.0113444 |
| Temple From The Within | Trampled Under Foot | -0.0113461 |
| Trampled Under Foot | Temple From The Within | -0.0113461 |
| Life To Lifeless | To The Sons Of Man | -0.0113578 |
| To The Sons Of Man | Life To Lifeless | -0.0113578 |
| I Think I’m Going to Kill Myself | The Duellists | -0.0113844 |
| The Duellists | I Think I’m Going to Kill Myself | -0.0113844 |
| Digital Love | Back In The Village | -0.0114102 |
| Back In The Village | Digital Love | -0.0114102 |
| I Still Haven’t Found What I’m Looking For | Rise Inside | -0.0114380 |
| Rise Inside | I Still Haven’t Found What I’m Looking For | -0.0114380 |
| In My Time Of Dying | I Still Haven’t Found What I’m Looking For | -0.0115235 |
| I Still Haven’t Found What I’m Looking For | In My Time Of Dying | -0.0115235 |
| Mona Lisas and Mad Hatters | Kashmir | -0.0115681 |
| Kashmir | Mona Lisas and Mad Hatters | -0.0115681 |
| Trip Through Your Wires | Rise Inside | -0.0116217 |
| Rise Inside | Trip Through Your Wires | -0.0116217 |
| Red Hill Mining Town | Numbered Days | -0.0117208 |
| Numbered Days | Red Hill Mining Town | -0.0117208 |
| I Think I’m Going to Kill Myself | Running to Stand Still | -0.0117214 |
| Running to Stand Still | I Think I’m Going to Kill Myself | -0.0117214 |
| Vide Infra | In The Light | -0.0117233 |
| In The Light | Vide Infra | -0.0117233 |
| When The Balance Is Broken | Digital Love | -0.0117566 |
| Digital Love | When The Balance Is Broken | -0.0117566 |
| The Element Of One | Mellow | -0.0117671 |
| Mellow | The Element Of One | -0.0117671 |
| Self Revolution | Boogie With Stu | -0.0117982 |
| Boogie With Stu | Self Revolution | -0.0117982 |
| My Last Serenade | To The Sons Of Man | -0.0118474 |
| To The Sons Of Man | My Last Serenade | -0.0118474 |
| Vide Infra | The Duellists | -0.0118514 |
| The Duellists | Vide Infra | -0.0118514 |
| Amy | Bullet the Blue Sky | -0.0118550 |
| Bullet the Blue Sky | Amy | -0.0118550 |
| When The Balance Is Broken | Where the Streets Have No Name | -0.0118668 |
| Where the Streets Have No Name | When The Balance Is Broken | -0.0118668 |
| Ten Years Gone | Back In The Village | -0.0118887 |
| Back In The Village | Ten Years Gone | -0.0118887 |
| With or Without You | To The Sons Of Man | -0.0118917 |
| To The Sons Of Man | With or Without You | -0.0118917 |
| Life To Lifeless | Digital Love | -0.0119073 |
| Digital Love | Life To Lifeless | -0.0119073 |
| Back In The Village | Numbered Days | -0.0119258 |
| Numbered Days | Back In The Village | -0.0119258 |
| Vide Infra | In My Time Of Dying | -0.0119274 |
| In My Time Of Dying | Vide Infra | -0.0119274 |
| Bullet the Blue Sky | Black Country Woman | -0.0119410 |
| Black Country Woman | Bullet the Blue Sky | -0.0119410 |
| When The Balance Is Broken | Back In The Village | -0.0119960 |
| Back In The Village | When The Balance Is Broken | -0.0119960 |
| Life To Lifeless | Where the Streets Have No Name | -0.0120189 |
| Where the Streets Have No Name | Life To Lifeless | -0.0120189 |
| Face To Face | Boogie With Stu | -0.0120867 |
| Boogie With Stu | Face To Face | -0.0120867 |
| Face To Face | Bullet the Blue Sky | -0.0121215 |
| Bullet the Blue Sky | Face To Face | -0.0121215 |
| Face To Face | The Element Of One | -0.0121445 |
| The Element Of One | Face To Face | -0.0121445 |
| Life To Lifeless | Back In The Village | -0.0121498 |
| Back In The Village | Life To Lifeless | -0.0121498 |
| Slave | Kashmir | -0.0121759 |
| Kashmir | Slave | -0.0121759 |
| Salvation | Back In The Village | -0.0121888 |
| Back In The Village | Salvation | -0.0121888 |
| The Element Of One | Amy | -0.0122688 |
| Amy | The Element Of One | -0.0122688 |
| Life To Lifeless | Down By The Seaside | -0.0122803 |
| Down By The Seaside | Life To Lifeless | -0.0122803 |
| Vide Infra | One More Time | -0.0122809 |
| One More Time | Vide Infra | -0.0122809 |
| Salvation | Down By The Seaside | -0.0123198 |
| Down By The Seaside | Salvation | -0.0123198 |
| The Duellists | In My Time Of Dying | -0.0123207 |
| In My Time Of Dying | The Duellists | -0.0123207 |
| Mona Lisas and Mad Hatters | Two Minutes To Midnight | -0.0123823 |
| Two Minutes To Midnight | Mona Lisas and Mad Hatters | -0.0123823 |
| Custard Pie | Where the Streets Have No Name | -0.0123946 |
| Where the Streets Have No Name | Custard Pie | -0.0123946 |
| The Duellists | Boogie With Stu | -0.0124004 |
| Boogie With Stu | The Duellists | -0.0124004 |
| Just Barely Breathing | Powerslave | -0.0124109 |
| Powerslave | Just Barely Breathing | -0.0124109 |
| Susie (Dramas) | Boogie With Stu | -0.0124132 |
| Boogie With Stu | Susie (Dramas) | -0.0124132 |
| Hercules | Black Country Woman | -0.0124601 |
| Black Country Woman | Hercules | -0.0124601 |
| Face To Face | Rise Inside | -0.0124606 |
| Rise Inside | Face To Face | -0.0124606 |
| With or Without You | Digital Love | -0.0124671 |
| Digital Love | With or Without You | -0.0124671 |
| The Rover | I Still Haven’t Found What I’m Looking For | -0.0124678 |
| I Still Haven’t Found What I’m Looking For | The Rover | -0.0124678 |
| Temple From The Within | Bullet the Blue Sky | -0.0124714 |
| Bullet the Blue Sky | Temple From The Within | -0.0124714 |
| Self Revolution | Mothers of the Disappeared | -0.0124955 |
| Mothers of the Disappeared | Self Revolution | -0.0124955 |
| Life To Lifeless | When The Balance Is Broken | -0.0125186 |
| When The Balance Is Broken | Life To Lifeless | -0.0125186 |
| Bullet the Blue Sky | One More Time | -0.0125374 |
| One More Time | Bullet the Blue Sky | -0.0125374 |
| Powerslave | Black Country Woman | -0.0125479 |
| Black Country Woman | Powerslave | -0.0125479 |
| Just Barely Breathing | Boogie With Stu | -0.0125892 |
| Boogie With Stu | Just Barely Breathing | -0.0125892 |
| The Rover | Aces High | -0.0126025 |
| Aces High | The Rover | -0.0126025 |
| I Think I’m Going to Kill Myself | In God’s Country | -0.0126294 |
| In God’s Country | I Think I’m Going to Kill Myself | -0.0126294 |
| Night Flight | Back In The Village | -0.0126637 |
| Back In The Village | Night Flight | -0.0126637 |
| Custard Pie | Down By The Seaside | -0.0126642 |
| Down By The Seaside | Custard Pie | -0.0126642 |
| My Last Serenade | Back In The Village | -0.0126735 |
| Back In The Village | My Last Serenade | -0.0126735 |
| With or Without You | Back In The Village | -0.0127209 |
| Back In The Village | With or Without You | -0.0127209 |
| Flash Of The Blade | Boogie With Stu | -0.0127523 |
| Boogie With Stu | Flash Of The Blade | -0.0127523 |
| The Element Of One | Mona Lisas and Mad Hatters | -0.0127571 |
| Mona Lisas and Mad Hatters | The Element Of One | -0.0127571 |
| The Element Of One | Aces High | -0.0127702 |
| Aces High | The Element Of One | -0.0127702 |
| Face To Face | Mothers of the Disappeared | -0.0128011 |
| Mothers of the Disappeared | Face To Face | -0.0128011 |
| The Element Of One | Flash Of The Blade | -0.0128133 |
| Flash Of The Blade | The Element Of One | -0.0128133 |
| The Rover | I Think I’m Going to Kill Myself | -0.0128314 |
| I Think I’m Going to Kill Myself | The Rover | -0.0128314 |
| Self Revolution | Two Minutes To Midnight | -0.0128314 |
| Two Minutes To Midnight | Self Revolution | -0.0128314 |
| Susie (Dramas) | The Duellists | -0.0128343 |
| The Duellists | Susie (Dramas) | -0.0128343 |
| Custard Pie | Numbered Days | -0.0128344 |
| Numbered Days | Custard Pie | -0.0128344 |
| When The Balance Is Broken | Custard Pie | -0.0129100 |
| Custard Pie | When The Balance Is Broken | -0.0129100 |
| Mothers of the Disappeared | Amy | -0.0129321 |
| Amy | Mothers of the Disappeared | -0.0129321 |
| Honky Cat | Amy | -0.0129493 |
| Amy | Honky Cat | -0.0129493 |
| I Think I’m Going to Kill Myself | Rime Of The Ancient Mariner | -0.0130292 |
| Rime Of The Ancient Mariner | I Think I’m Going to Kill Myself | -0.0130292 |
| My Last Serenade | When The Balance Is Broken | -0.0130582 |
| When The Balance Is Broken | My Last Serenade | -0.0130582 |
| Life To Lifeless | Custard Pie | -0.0130755 |
| Custard Pie | Life To Lifeless | -0.0130755 |
| To The Sons Of Man | Exit | -0.0131374 |
| Exit | To The Sons Of Man | -0.0131374 |
| Flash Of The Blade | Rise Inside | -0.0131468 |
| Rise Inside | Flash Of The Blade | -0.0131468 |
| To The Sons Of Man | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0131603 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | To The Sons Of Man | -0.0131603 |
| Powerslave | One More Time | -0.0131747 |
| One More Time | Powerslave | -0.0131747 |
| Just Barely Breathing | Trampled Under Foot | -0.0132063 |
| Trampled Under Foot | Just Barely Breathing | -0.0132063 |
| To The Sons Of Man | Running to Stand Still | -0.0132712 |
| Running to Stand Still | To The Sons Of Man | -0.0132712 |
| With or Without You | Life To Lifeless | -0.0132752 |
| Life To Lifeless | With or Without You | -0.0132752 |
| Trampled Under Foot | Back In The Village | -0.0132933 |
| Back In The Village | Trampled Under Foot | -0.0132933 |
| I Still Haven’t Found What I’m Looking For | Two Minutes To Midnight | -0.0133268 |
| Two Minutes To Midnight | I Still Haven’t Found What I’m Looking For | -0.0133268 |
| Powerslave | Trampled Under Foot | -0.0133442 |
| Trampled Under Foot | Powerslave | -0.0133442 |
| I Think I’m Going to Kill Myself | The Element Of One | -0.0133468 |
| The Element Of One | I Think I’m Going to Kill Myself | -0.0133468 |
| Vide Infra | The Rover | -0.0133578 |
| The Rover | Vide Infra | -0.0133578 |
| Hercules | Exit | -0.0133678 |
| Exit | Hercules | -0.0133678 |
| Mothers of the Disappeared | Aces High | -0.0134606 |
| Aces High | Mothers of the Disappeared | -0.0134606 |
| Exit | Aces High | -0.0135365 |
| Aces High | Exit | -0.0135365 |
| My Last Serenade | Custard Pie | -0.0136391 |
| Custard Pie | My Last Serenade | -0.0136391 |
| Fixation On The Darkness | When The Balance Is Broken | -0.0136484 |
| When The Balance Is Broken | Fixation On The Darkness | -0.0136484 |
| Rime Of The Ancient Mariner | Too Long | -0.0136848 |
| Too Long | Rime Of The Ancient Mariner | -0.0136848 |
| With or Without You | Custard Pie | -0.0136901 |
| Custard Pie | With or Without You | -0.0136901 |
| Honky Cat | Mellow | -0.0137742 |
| Mellow | Honky Cat | -0.0137742 |
| Trip Through Your Wires | Digital Love | -0.0138248 |
| Digital Love | Trip Through Your Wires | -0.0138248 |
| Vide Infra | Boogie With Stu | -0.0138283 |
| Boogie With Stu | Vide Infra | -0.0138283 |
| With or Without You | My Last Serenade | -0.0138474 |
| My Last Serenade | With or Without You | -0.0138474 |
| Self Revolution | Trampled Under Foot | -0.0139097 |
| Trampled Under Foot | Self Revolution | -0.0139097 |
| Ten Years Gone | Mothers of the Disappeared | -0.0140455 |
| Mothers of the Disappeared | Ten Years Gone | -0.0140455 |
| Trip Through Your Wires | Back In The Village | -0.0141063 |
| Back In The Village | Trip Through Your Wires | -0.0141063 |
| Susie (Dramas) | In My Time Of Dying | -0.0141136 |
| In My Time Of Dying | Susie (Dramas) | -0.0141136 |
| Boogie With Stu | Bullet the Blue Sky | -0.0141171 |
| Bullet the Blue Sky | Boogie With Stu | -0.0141171 |
| Amy | Rime Of The Ancient Mariner | -0.0141725 |
| Rime Of The Ancient Mariner | Amy | -0.0141725 |
| The Wanton Song | Hercules | -0.0141840 |
| Hercules | The Wanton Song | -0.0141840 |
| The Element Of One | Bullet the Blue Sky | -0.0141846 |
| Bullet the Blue Sky | The Element Of One | -0.0141846 |
| Fixation On The Darkness | Custard Pie | -0.0142554 |
| Custard Pie | Fixation On The Darkness | -0.0142554 |
| Night Flight | Bullet the Blue Sky | -0.0142812 |
| Bullet the Blue Sky | Night Flight | -0.0142812 |
| When The Balance Is Broken | I Still Haven’t Found What I’m Looking For | -0.0143047 |
| I Still Haven’t Found What I’m Looking For | When The Balance Is Broken | -0.0143047 |
| Temple From The Within | Down By The Seaside | -0.0143481 |
| Down By The Seaside | Temple From The Within | -0.0143481 |
| Self Revolution | Digital Love | -0.0144688 |
| Digital Love | Self Revolution | -0.0144688 |
| Life To Lifeless | I Still Haven’t Found What I’m Looking For | -0.0144881 |
| I Still Haven’t Found What I’m Looking For | Life To Lifeless | -0.0144881 |
| When The Balance Is Broken | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0145054 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | When The Balance Is Broken | -0.0145054 |
| To The Sons Of Man | The Duellists | -0.0145055 |
| The Duellists | To The Sons Of Man | -0.0145055 |
| Trip Through Your Wires | Trampled Under Foot | -0.0145114 |
| Trampled Under Foot | Trip Through Your Wires | -0.0145114 |
| To The Sons Of Man | Susie (Dramas) | -0.0145205 |
| Susie (Dramas) | To The Sons Of Man | -0.0145205 |
| Honky Cat | Rise Inside | -0.0145314 |
| Rise Inside | Honky Cat | -0.0145314 |
| Kashmir | Back In The Village | -0.0145611 |
| Back In The Village | Kashmir | -0.0145611 |
| Powerslave | Bullet the Blue Sky | -0.0145648 |
| Bullet the Blue Sky | Powerslave | -0.0145648 |
| The Element Of One | Slave | -0.0145787 |
| Slave | The Element Of One | -0.0145787 |
| Susie (Dramas) | Aces High | -0.0146203 |
| Aces High | Susie (Dramas) | -0.0146203 |
| Mellow | Back In The Village | -0.0146545 |
| Back In The Village | Mellow | -0.0146545 |
| The Element Of One | Night Flight | -0.0146558 |
| Night Flight | The Element Of One | -0.0146558 |
| Life To Lifeless | Exit | -0.0146658 |
| Exit | Life To Lifeless | -0.0146658 |
| Rime Of The Ancient Mariner | Black Country Woman | -0.0146683 |
| Black Country Woman | Rime Of The Ancient Mariner | -0.0146683 |
| Life To Lifeless | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0146913 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Life To Lifeless | -0.0146913 |
| Just Barely Breathing | To The Sons Of Man | -0.0147264 |
| To The Sons Of Man | Just Barely Breathing | -0.0147264 |
| To The Sons Of Man | Flash Of The Blade | -0.0149172 |
| Flash Of The Blade | To The Sons Of Man | -0.0149172 |
| Self Revolution | Down By The Seaside | -0.0149220 |
| Down By The Seaside | Self Revolution | -0.0149220 |
| Honky Cat | Mothers of the Disappeared | -0.0149285 |
| Mothers of the Disappeared | Honky Cat | -0.0149285 |
| Hercules | Mellow | -0.0149370 |
| Mellow | Hercules | -0.0149370 |
| Face To Face | Where the Streets Have No Name | -0.0149616 |
| Where the Streets Have No Name | Face To Face | -0.0149616 |
| Mothers of the Disappeared | Kashmir | -0.0149661 |
| Kashmir | Mothers of the Disappeared | -0.0149661 |
| The Rover | Susie (Dramas) | -0.0150430 |
| Susie (Dramas) | The Rover | -0.0150430 |
| When The Balance Is Broken | Mellow | -0.0150995 |
| Mellow | When The Balance Is Broken | -0.0150995 |
| Face To Face | Back In The Village | -0.0151245 |
| Back In The Village | Face To Face | -0.0151245 |
| Trip Through Your Wires | Custard Pie | -0.0151810 |
| Custard Pie | Trip Through Your Wires | -0.0151810 |
| Self Revolution | When The Balance Is Broken | -0.0152116 |
| When The Balance Is Broken | Self Revolution | -0.0152116 |
| In My Time Of Dying | One Tree Hill | -0.0152542 |
| One Tree Hill | In My Time Of Dying | -0.0152542 |
| Temple From The Within | Custard Pie | -0.0152771 |
| Custard Pie | Temple From The Within | -0.0152771 |
| Hercules | Mona Lisas and Mad Hatters | -0.0152824 |
| Mona Lisas and Mad Hatters | Hercules | -0.0152824 |
| My Last Serenade | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0153245 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | My Last Serenade | -0.0153245 |
| Susie (Dramas) | Where the Streets Have No Name | -0.0153657 |
| Where the Streets Have No Name | Susie (Dramas) | -0.0153657 |
| Powerslave | Trip Through Your Wires | -0.0153801 |
| Trip Through Your Wires | Powerslave | -0.0153801 |
| With or Without You | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0153819 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | With or Without You | -0.0153819 |
| Self Revolution | Salvation | -0.0154561 |
| Salvation | Self Revolution | -0.0154561 |
| Face To Face | Numbered Days | -0.0154924 |
| Numbered Days | Face To Face | -0.0154924 |
| One Tree Hill | Back In The Village | -0.0155334 |
| Back In The Village | One Tree Hill | -0.0155334 |
| Susie (Dramas) | Red Hill Mining Town | -0.0155614 |
| Red Hill Mining Town | Susie (Dramas) | -0.0155614 |
| Powerslave | Exit | -0.0155668 |
| Exit | Powerslave | -0.0155668 |
| Just Barely Breathing | Where the Streets Have No Name | -0.0155836 |
| Where the Streets Have No Name | Just Barely Breathing | -0.0155836 |
| Face To Face | When The Balance Is Broken | -0.0155836 |
| When The Balance Is Broken | Face To Face | -0.0155836 |
| Hercules | Mothers of the Disappeared | -0.0156014 |
| Mothers of the Disappeared | Hercules | -0.0156014 |
| The Rover | The Element Of One | -0.0156363 |
| The Element Of One | The Rover | -0.0156363 |
| Amy | Numbered Days | -0.0156510 |
| Numbered Days | Amy | -0.0156510 |
| Slave | Flash Of The Blade | -0.0156829 |
| Flash Of The Blade | Slave | -0.0156829 |
| The Duellists | Down By The Seaside | -0.0156837 |
| Down By The Seaside | The Duellists | -0.0156837 |
| When The Balance Is Broken | Amy | -0.0157431 |
| Amy | When The Balance Is Broken | -0.0157431 |
| Just Barely Breathing | Back In The Village | -0.0157533 |
| Back In The Village | Just Barely Breathing | -0.0157533 |
| Amy | Two Minutes To Midnight | -0.0157568 |
| Two Minutes To Midnight | Amy | -0.0157568 |
| Rime Of The Ancient Mariner | Harder, Better, Faster, Stronger | -0.0157592 |
| Harder, Better, Faster, Stronger | Rime Of The Ancient Mariner | -0.0157592 |
| Face To Face | Life To Lifeless | -0.0157834 |
| Life To Lifeless | Face To Face | -0.0157834 |
| Fixation On The Darkness | I Still Haven’t Found What I’m Looking For | -0.0157956 |
| I Still Haven’t Found What I’m Looking For | Fixation On The Darkness | -0.0157956 |
| The Element Of One | In My Time Of Dying | -0.0158414 |
| In My Time Of Dying | The Element Of One | -0.0158414 |
| Sick Again | Rise Inside | -0.0158796 |
| Rise Inside | Sick Again | -0.0158796 |
| Self Revolution | Custard Pie | -0.0158882 |
| Custard Pie | Self Revolution | -0.0158882 |
| Life To Lifeless | Amy | -0.0159449 |
| Amy | Life To Lifeless | -0.0159449 |
| Flash Of The Blade | Back In The Village | -0.0159574 |
| Back In The Village | Flash Of The Blade | -0.0159574 |
| When The Balance Is Broken | The Duellists | -0.0159881 |
| The Duellists | When The Balance Is Broken | -0.0159881 |
| Salvation | Amy | -0.0159962 |
| Amy | Salvation | -0.0159962 |
| When The Balance Is Broken | Susie (Dramas) | -0.0160046 |
| Susie (Dramas) | When The Balance Is Broken | -0.0160046 |
| Fixation On The Darkness | Trip Through Your Wires | -0.0160493 |
| Trip Through Your Wires | Fixation On The Darkness | -0.0160493 |
| Flash Of The Blade | Down By The Seaside | -0.0161288 |
| Down By The Seaside | Flash Of The Blade | -0.0161288 |
| With or Without You | Self Revolution | -0.0161309 |
| Self Revolution | With or Without You | -0.0161309 |
| Self Revolution | Night Flight | -0.0161388 |
| Night Flight | Self Revolution | -0.0161388 |
| Life To Lifeless | Susie (Dramas) | -0.0162097 |
| Susie (Dramas) | Life To Lifeless | -0.0162097 |
| Susie (Dramas) | Salvation | -0.0162618 |
| Salvation | Susie (Dramas) | -0.0162618 |
| Mona Lisas and Mad Hatters | Numbered Days | -0.0162739 |
| Numbered Days | Mona Lisas and Mad Hatters | -0.0162739 |
| Red Hill Mining Town | Back In The Village | -0.0163140 |
| Back In The Village | Red Hill Mining Town | -0.0163140 |
| Flash Of The Blade | Numbered Days | -0.0163456 |
| Numbered Days | Flash Of The Blade | -0.0163456 |
| When The Balance Is Broken | Aces High | -0.0163865 |
| Aces High | When The Balance Is Broken | -0.0163865 |
| Just Barely Breathing | Life To Lifeless | -0.0164396 |
| Life To Lifeless | Just Barely Breathing | -0.0164396 |
| When The Balance Is Broken | Flash Of The Blade | -0.0164418 |
| Flash Of The Blade | When The Balance Is Broken | -0.0164418 |
| I Think I’m Going to Kill Myself | Where the Streets Have No Name | -0.0164428 |
| Where the Streets Have No Name | I Think I’m Going to Kill Myself | -0.0164428 |
| Face To Face | My Last Serenade | -0.0164637 |
| My Last Serenade | Face To Face | -0.0164637 |
| Honky Cat | To The Sons Of Man | -0.0164883 |
| To The Sons Of Man | Honky Cat | -0.0164883 |
| Face To Face | With or Without You | -0.0165254 |
| With or Without You | Face To Face | -0.0165254 |
| Life To Lifeless | Aces High | -0.0165966 |
| Aces High | Life To Lifeless | -0.0165966 |
| In My Time Of Dying | Red Hill Mining Town | -0.0166262 |
| Red Hill Mining Town | In My Time Of Dying | -0.0166262 |
| Slave | Hercules | -0.0166442 |
| Hercules | Slave | -0.0166442 |
| Life To Lifeless | Flash Of The Blade | -0.0166526 |
| Flash Of The Blade | Life To Lifeless | -0.0166526 |
| Powerslave | Amy | -0.0166590 |
| Amy | Powerslave | -0.0166590 |
| Hercules | The Duellists | -0.0166670 |
| The Duellists | Hercules | -0.0166670 |
| With or Without You | Amy | -0.0166945 |
| Amy | With or Without You | -0.0166945 |
| Susie (Dramas) | Custard Pie | -0.0167164 |
| Custard Pie | Susie (Dramas) | -0.0167164 |
| Just Barely Breathing | Custard Pie | -0.0169535 |
| Custard Pie | Just Barely Breathing | -0.0169535 |
| With or Without You | The Duellists | -0.0169543 |
| The Duellists | With or Without You | -0.0169543 |
| With or Without You | Susie (Dramas) | -0.0169717 |
| Susie (Dramas) | With or Without You | -0.0169717 |
| Susie (Dramas) | Kashmir | -0.0170040 |
| Kashmir | Susie (Dramas) | -0.0170040 |
| Life To Lifeless | Red Hill Mining Town | -0.0170247 |
| Red Hill Mining Town | Life To Lifeless | -0.0170247 |
| The Duellists | Trampled Under Foot | -0.0170568 |
| Trampled Under Foot | The Duellists | -0.0170568 |
| Slave | Aces High | -0.0170891 |
| Aces High | Slave | -0.0170891 |
| Custard Pie | Aces High | -0.0171154 |
| Aces High | Custard Pie | -0.0171154 |
| Vide Infra | Where the Streets Have No Name | -0.0171174 |
| Where the Streets Have No Name | Vide Infra | -0.0171174 |
| I Think I’m Going to Kill Myself | When The Balance Is Broken | -0.0171265 |
| When The Balance Is Broken | I Think I’m Going to Kill Myself | -0.0171265 |
| Just Barely Breathing | My Last Serenade | -0.0171482 |
| My Last Serenade | Just Barely Breathing | -0.0171482 |
| Temple From The Within | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0171650 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Temple From The Within | -0.0171650 |
| Temple From The Within | Trip Through Your Wires | -0.0171996 |
| Trip Through Your Wires | Temple From The Within | -0.0171996 |
| Face To Face | Fixation On The Darkness | -0.0172078 |
| Fixation On The Darkness | Face To Face | -0.0172078 |
| To The Sons Of Man | Hercules | -0.0172315 |
| Hercules | To The Sons Of Man | -0.0172315 |
| Vide Infra | Back In The Village | -0.0173037 |
| Back In The Village | Vide Infra | -0.0173037 |
| Life To Lifeless | Ten Years Gone | -0.0173177 |
| Ten Years Gone | Life To Lifeless | -0.0173177 |
| Honky Cat | Aces High | -0.0173385 |
| Aces High | Honky Cat | -0.0173385 |
| To The Sons Of Man | Powerslave | -0.0173530 |
| Powerslave | To The Sons Of Man | -0.0173530 |
| With or Without You | Mona Lisas and Mad Hatters | -0.0173589 |
| Mona Lisas and Mad Hatters | With or Without You | -0.0173589 |
| Running to Stand Still | Two Minutes To Midnight | -0.0173854 |
| Two Minutes To Midnight | Running to Stand Still | -0.0173854 |
| With or Without You | Flash Of The Blade | -0.0174354 |
| Flash Of The Blade | With or Without You | -0.0174354 |
| Honky Cat | Where the Streets Have No Name | -0.0174481 |
| Where the Streets Have No Name | Honky Cat | -0.0174481 |
| Life To Lifeless | In God’s Country | -0.0175162 |
| In God’s Country | Life To Lifeless | -0.0175162 |
| Self Revolution | I Still Haven’t Found What I’m Looking For | -0.0176048 |
| I Still Haven’t Found What I’m Looking For | Self Revolution | -0.0176048 |
| Honky Cat | Back In The Village | -0.0176380 |
| Back In The Village | Honky Cat | -0.0176380 |
| Flash Of The Blade | Trampled Under Foot | -0.0176473 |
| Trampled Under Foot | Flash Of The Blade | -0.0176473 |
| Self Revolution | Exit | -0.0178206 |
| Exit | Self Revolution | -0.0178206 |
| Self Revolution | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0178516 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Self Revolution | -0.0178516 |
| Self Revolution | Trip Through Your Wires | -0.0178876 |
| Trip Through Your Wires | Self Revolution | -0.0178876 |
| The Rover | Rime Of The Ancient Mariner | -0.0178942 |
| Rime Of The Ancient Mariner | The Rover | -0.0178942 |
| Just Barely Breathing | Fixation On The Darkness | -0.0179232 |
| Fixation On The Darkness | Just Barely Breathing | -0.0179232 |
| Self Revolution | Running to Stand Still | -0.0180021 |
| Running to Stand Still | Self Revolution | -0.0180021 |
| Powerslave | Kashmir | -0.0180057 |
| Kashmir | Powerslave | -0.0180057 |
| Sick Again | To The Sons Of Man | -0.0180181 |
| To The Sons Of Man | Sick Again | -0.0180181 |
| Face To Face | I Still Haven’t Found What I’m Looking For | -0.0180353 |
| I Still Haven’t Found What I’m Looking For | Face To Face | -0.0180353 |
| My Last Serenade | I Think I’m Going to Kill Myself | -0.0180937 |
| I Think I’m Going to Kill Myself | My Last Serenade | -0.0180937 |
| In My Time Of Dying | Two Minutes To Midnight | -0.0181587 |
| Two Minutes To Midnight | In My Time Of Dying | -0.0181587 |
| With or Without You | I Think I’m Going to Kill Myself | -0.0181614 |
| I Think I’m Going to Kill Myself | With or Without You | -0.0181614 |
| Honky Cat | When The Balance Is Broken | -0.0181735 |
| When The Balance Is Broken | Honky Cat | -0.0181735 |
| When The Balance Is Broken | Bullet the Blue Sky | -0.0182014 |
| Bullet the Blue Sky | When The Balance Is Broken | -0.0182014 |
| The Rover | To The Sons Of Man | -0.0182037 |
| To The Sons Of Man | The Rover | -0.0182037 |
| Hercules | Where the Streets Have No Name | -0.0182346 |
| Where the Streets Have No Name | Hercules | -0.0182346 |
| Face To Face | Exit | -0.0182564 |
| Exit | Face To Face | -0.0182564 |
| Face To Face | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0182882 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Face To Face | -0.0182882 |
| The Rover | Honky Cat | -0.0183032 |
| Honky Cat | The Rover | -0.0183032 |
| Hercules | One Tree Hill | -0.0183358 |
| One Tree Hill | Hercules | -0.0183358 |
| Powerslave | Where the Streets Have No Name | -0.0183632 |
| Where the Streets Have No Name | Powerslave | -0.0183632 |
| Susie (Dramas) | Rime Of The Ancient Mariner | -0.0183742 |
| Rime Of The Ancient Mariner | Susie (Dramas) | -0.0183742 |
| Life To Lifeless | Honky Cat | -0.0184065 |
| Honky Cat | Life To Lifeless | -0.0184065 |
| Hercules | Back In The Village | -0.0184331 |
| Back In The Village | Hercules | -0.0184331 |
| Face To Face | Temple From The Within | -0.0184410 |
| Temple From The Within | Face To Face | -0.0184410 |
| Face To Face | Running to Stand Still | -0.0184424 |
| Running to Stand Still | Face To Face | -0.0184424 |
| To The Sons Of Man | In My Time Of Dying | -0.0184425 |
| In My Time Of Dying | To The Sons Of Man | -0.0184425 |
| Life To Lifeless | Kashmir | -0.0184528 |
| Kashmir | Life To Lifeless | -0.0184528 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Amy | -0.0184754 |
| Amy | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0184754 |
| The Duellists | I Still Haven’t Found What I’m Looking For | -0.0185034 |
| I Still Haven’t Found What I’m Looking For | The Duellists | -0.0185034 |
| Trip Through Your Wires | Amy | -0.0185126 |
| Amy | Trip Through Your Wires | -0.0185126 |
| Susie (Dramas) | I Still Haven’t Found What I’m Looking For | -0.0185224 |
| I Still Haven’t Found What I’m Looking For | Susie (Dramas) | -0.0185224 |
| Vide Infra | Custard Pie | -0.0186221 |
| Custard Pie | Vide Infra | -0.0186221 |
| Vide Infra | Night Flight | -0.0187249 |
| Night Flight | Vide Infra | -0.0187249 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | The Duellists | -0.0187629 |
| The Duellists | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0187629 |
| Flash Of The Blade | Two Minutes To Midnight | -0.0187633 |
| Two Minutes To Midnight | Flash Of The Blade | -0.0187633 |
| Ten Years Gone | Powerslave | -0.0187790 |
| Powerslave | Ten Years Gone | -0.0187790 |
| Just Barely Breathing | I Still Haven’t Found What I’m Looking For | -0.0187851 |
| I Still Haven’t Found What I’m Looking For | Just Barely Breathing | -0.0187851 |
| When The Balance Is Broken | Night Flight | -0.0188061 |
| Night Flight | When The Balance Is Broken | -0.0188061 |
| Susie (Dramas) | Trip Through Your Wires | -0.0188200 |
| Trip Through Your Wires | Susie (Dramas) | -0.0188200 |
| Vide Infra | My Last Serenade | -0.0188360 |
| My Last Serenade | Vide Infra | -0.0188360 |
| The Duellists | Running to Stand Still | -0.0189211 |
| Running to Stand Still | The Duellists | -0.0189211 |
| Life To Lifeless | Slave | -0.0189470 |
| Slave | Life To Lifeless | -0.0189470 |
| Just Barely Breathing | Exit | -0.0190155 |
| Exit | Just Barely Breathing | -0.0190155 |
| Flash Of The Blade | I Still Haven’t Found What I’m Looking For | -0.0190285 |
| I Still Haven’t Found What I’m Looking For | Flash Of The Blade | -0.0190285 |
| Just Barely Breathing | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0190486 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Just Barely Breathing | -0.0190486 |
| Fixation On The Darkness | In God’s Country | -0.0190969 |
| In God’s Country | Fixation On The Darkness | -0.0190969 |
| Flash Of The Blade | Kashmir | -0.0192061 |
| Kashmir | Flash Of The Blade | -0.0192061 |
| Just Barely Breathing | Temple From The Within | -0.0192078 |
| Temple From The Within | Just Barely Breathing | -0.0192078 |
| My Last Serenade | Kashmir | -0.0192482 |
| Kashmir | My Last Serenade | -0.0192482 |
| With or Without You | Honky Cat | -0.0192718 |
| Honky Cat | With or Without You | -0.0192718 |
| Sick Again | Back In The Village | -0.0192745 |
| Back In The Village | Sick Again | -0.0192745 |
| Trip Through Your Wires | Flash Of The Blade | -0.0193342 |
| Flash Of The Blade | Trip Through Your Wires | -0.0193342 |
| Temple From The Within | Aces High | -0.0193911 |
| Aces High | Temple From The Within | -0.0193911 |
| Flash Of The Blade | Running to Stand Still | -0.0194580 |
| Running to Stand Still | Flash Of The Blade | -0.0194580 |
| The Rover | Back In The Village | -0.0194730 |
| Back In The Village | The Rover | -0.0194730 |
| Rime Of The Ancient Mariner | One More Time | -0.0195161 |
| One More Time | Rime Of The Ancient Mariner | -0.0195161 |
| Self Revolution | Susie (Dramas) | -0.0196967 |
| Susie (Dramas) | Self Revolution | -0.0196967 |
| Night Flight | Rime Of The Ancient Mariner | -0.0197428 |
| Rime Of The Ancient Mariner | Night Flight | -0.0197428 |
| Ten Years Gone | I Still Haven’t Found What I’m Looking For | -0.0197885 |
| I Still Haven’t Found What I’m Looking For | Ten Years Gone | -0.0197885 |
| Just Barely Breathing | Mellow | -0.0198288 |
| Mellow | Just Barely Breathing | -0.0198288 |
| Face To Face | Amy | -0.0198488 |
| Amy | Face To Face | -0.0198488 |
| Rime Of The Ancient Mariner | Back In The Village | -0.0198956 |
| Back In The Village | Rime Of The Ancient Mariner | -0.0198956 |
| Just Barely Breathing | Self Revolution | -0.0199761 |
| Self Revolution | Just Barely Breathing | -0.0199761 |
| The Rover | When The Balance Is Broken | -0.0200642 |
| When The Balance Is Broken | The Rover | -0.0200642 |
| My Last Serenade | Hercules | -0.0200653 |
| Hercules | My Last Serenade | -0.0200653 |
| Fixation On The Darkness | Bullet the Blue Sky | -0.0200984 |
| Bullet the Blue Sky | Fixation On The Darkness | -0.0200984 |
| Ten Years Gone | Trip Through Your Wires | -0.0201064 |
| Trip Through Your Wires | Ten Years Gone | -0.0201064 |
| I Think I’m Going to Kill Myself | Trip Through Your Wires | -0.0201393 |
| Trip Through Your Wires | I Think I’m Going to Kill Myself | -0.0201393 |
| Self Revolution | Mona Lisas and Mad Hatters | -0.0201461 |
| Mona Lisas and Mad Hatters | Self Revolution | -0.0201461 |
| Face To Face | The Duellists | -0.0201577 |
| The Duellists | Face To Face | -0.0201577 |
| Self Revolution | Aces High | -0.0201668 |
| Aces High | Self Revolution | -0.0201668 |
| Self Revolution | Flash Of The Blade | -0.0202349 |
| Flash Of The Blade | Self Revolution | -0.0202349 |
| The Rover | Life To Lifeless | -0.0203214 |
| Life To Lifeless | The Rover | -0.0203214 |
| When The Balance Is Broken | In My Time Of Dying | -0.0203275 |
| In My Time Of Dying | When The Balance Is Broken | -0.0203275 |
| Face To Face | Trampled Under Foot | -0.0203581 |
| Trampled Under Foot | Face To Face | -0.0203581 |
| The Duellists | Amy | -0.0203640 |
| Amy | The Duellists | -0.0203640 |
| Boogie With Stu | Rime Of The Ancient Mariner | -0.0204591 |
| Rime Of The Ancient Mariner | Boogie With Stu | -0.0204591 |
| Face To Face | Just Barely Breathing | -0.0204646 |
| Just Barely Breathing | Face To Face | -0.0204646 |
| Life To Lifeless | In My Time Of Dying | -0.0205881 |
| In My Time Of Dying | Life To Lifeless | -0.0205881 |
| Vide Infra | I Still Haven’t Found What I’m Looking For | -0.0206340 |
| I Still Haven’t Found What I’m Looking For | Vide Infra | -0.0206340 |
| Face To Face | Mona Lisas and Mad Hatters | -0.0206388 |
| Mona Lisas and Mad Hatters | Face To Face | -0.0206388 |
| Face To Face | Aces High | -0.0206600 |
| Aces High | Face To Face | -0.0206600 |
| Just Barely Breathing | Amy | -0.0206740 |
| Amy | Just Barely Breathing | -0.0206740 |
| Self Revolution | Red Hill Mining Town | -0.0206871 |
| Red Hill Mining Town | Self Revolution | -0.0206871 |
| Slave | Bullet the Blue Sky | -0.0206951 |
| Bullet the Blue Sky | Slave | -0.0206951 |
| Bullet the Blue Sky | Rime Of The Ancient Mariner | -0.0208963 |
| Rime Of The Ancient Mariner | Bullet the Blue Sky | -0.0208963 |
| Susie (Dramas) | Trampled Under Foot | -0.0209080 |
| Trampled Under Foot | Susie (Dramas) | -0.0209080 |
| Vide Infra | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0209234 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Vide Infra | -0.0209234 |
| Flash Of The Blade | Amy | -0.0209419 |
| Amy | Flash Of The Blade | -0.0209419 |
| Vide Infra | Trip Through Your Wires | -0.0209655 |
| Trip Through Your Wires | Vide Infra | -0.0209655 |
| Face To Face | The Wanton Song | -0.0209795 |
| The Wanton Song | Face To Face | -0.0209795 |
| Just Barely Breathing | The Duellists | -0.0209958 |
| The Duellists | Just Barely Breathing | -0.0209958 |
| Just Barely Breathing | Susie (Dramas) | -0.0210174 |
| Susie (Dramas) | Just Barely Breathing | -0.0210174 |
| Self Revolution | Ten Years Gone | -0.0210431 |
| Ten Years Gone | Self Revolution | -0.0210431 |
| Digital Love | Rime Of The Ancient Mariner | -0.0210584 |
| Rime Of The Ancient Mariner | Digital Love | -0.0210584 |
| I Still Haven’t Found What I’m Looking For | Kashmir | -0.0210855 |
| Kashmir | I Still Haven’t Found What I’m Looking For | -0.0210855 |
| Mona Lisas and Mad Hatters | The Duellists | -0.0211745 |
| The Duellists | Mona Lisas and Mad Hatters | -0.0211745 |
| Self Revolution | In God’s Country | -0.0212842 |
| In God’s Country | Self Revolution | -0.0212842 |
| Susie (Dramas) | Flash Of The Blade | -0.0212896 |
| Flash Of The Blade | Susie (Dramas) | -0.0212896 |
| Flash Of The Blade | One Tree Hill | -0.0212902 |
| One Tree Hill | Flash Of The Blade | -0.0212902 |
| My Last Serenade | In My Time Of Dying | -0.0214755 |
| In My Time Of Dying | My Last Serenade | -0.0214755 |
| The Wanton Song | The Duellists | -0.0215240 |
| The Duellists | The Wanton Song | -0.0215240 |
| Face To Face | I Think I’m Going to Kill Myself | -0.0215929 |
| I Think I’m Going to Kill Myself | Face To Face | -0.0215929 |
| Face To Face | In God’s Country | -0.0218047 |
| In God’s Country | Face To Face | -0.0218047 |
| I Think I’m Going to Kill Myself | Amy | -0.0218139 |
| Amy | I Think I’m Going to Kill Myself | -0.0218139 |
| Sick Again | Fixation On The Darkness | -0.0219294 |
| Fixation On The Darkness | Sick Again | -0.0219294 |
| Hercules | I Still Haven’t Found What I’m Looking For | -0.0219807 |
| I Still Haven’t Found What I’m Looking For | Hercules | -0.0219807 |
| Slave | Trip Through Your Wires | -0.0219981 |
| Trip Through Your Wires | Slave | -0.0219981 |
| Ten Years Gone | The Duellists | -0.0221172 |
| The Duellists | Ten Years Gone | -0.0221172 |
| Hercules | Trip Through Your Wires | -0.0223338 |
| Trip Through Your Wires | Hercules | -0.0223338 |
| Rocket Man (I think It’s Going to Be a Long, Long Time) | Rime Of The Ancient Mariner | -0.0223421 |
| Rime Of The Ancient Mariner | Rocket Man (I think It’s Going to Be a Long, Long Time) | -0.0223421 |
| Self Revolution | Honky Cat | -0.0223660 |
| Honky Cat | Self Revolution | -0.0223660 |
| In God’s Country | The Duellists | -0.0223707 |
| The Duellists | In God’s Country | -0.0223707 |
| Susie (Dramas) | In God’s Country | -0.0223937 |
| In God’s Country | Susie (Dramas) | -0.0223937 |
| Self Revolution | Bullet the Blue Sky | -0.0224004 |
| Bullet the Blue Sky | Self Revolution | -0.0224004 |
| I Think I’m Going to Kill Myself | Flash Of The Blade | -0.0227820 |
| Flash Of The Blade | I Think I’m Going to Kill Myself | -0.0227820 |
| Aces High | Two Minutes To Midnight | -0.0228463 |
| Two Minutes To Midnight | Aces High | -0.0228463 |
| Hercules | Night Flight | -0.0229764 |
| Night Flight | Hercules | -0.0229764 |
| Self Revolution | Slave | -0.0230228 |
| Slave | Self Revolution | -0.0230228 |
| Bullet the Blue Sky | Kashmir | -0.0230837 |
| Kashmir | Bullet the Blue Sky | -0.0230837 |
| Vide Infra | Susie (Dramas) | -0.0230859 |
| Susie (Dramas) | Vide Infra | -0.0230859 |
| Sick Again | Exit | -0.0232658 |
| Exit | Sick Again | -0.0232658 |
| Sick Again | Temple From The Within | -0.0235011 |
| Temple From The Within | Sick Again | -0.0235011 |
| The Duellists | Kashmir | -0.0235669 |
| Kashmir | The Duellists | -0.0235669 |
| Susie (Dramas) | Bullet the Blue Sky | -0.0235680 |
| Bullet the Blue Sky | Susie (Dramas) | -0.0235680 |
| Face To Face | Slave | -0.0235859 |
| Slave | Face To Face | -0.0235859 |
| Vide Infra | Aces High | -0.0236369 |
| Aces High | Vide Infra | -0.0236369 |
| Face To Face | Night Flight | -0.0237106 |
| Night Flight | Face To Face | -0.0237106 |
| Vide Infra | Flash Of The Blade | -0.0237166 |
| Flash Of The Blade | Vide Infra | -0.0237166 |
| The Rover | Temple From The Within | -0.0237432 |
| Temple From The Within | The Rover | -0.0237432 |
| Just Barely Breathing | Honky Cat | -0.0238657 |
| Honky Cat | Just Barely Breathing | -0.0238657 |
| Face To Face | Hercules | -0.0239458 |
| Hercules | Face To Face | -0.0239458 |
| Hercules | Amy | -0.0241909 |
| Amy | Hercules | -0.0241909 |
| The Wanton Song | Honky Cat | -0.0244661 |
| Honky Cat | The Wanton Song | -0.0244661 |
| Just Barely Breathing | Night Flight | -0.0246964 |
| Night Flight | Just Barely Breathing | -0.0246964 |
| Face To Face | Sick Again | -0.0250388 |
| Sick Again | Face To Face | -0.0250388 |
| Hercules | Aces High | -0.0251795 |
| Aces High | Hercules | -0.0251795 |
| I Think I’m Going to Kill Myself | Bullet the Blue Sky | -0.0252202 |
| Bullet the Blue Sky | I Think I’m Going to Kill Myself | -0.0252202 |
| Just Barely Breathing | Two Minutes To Midnight | -0.0256097 |
| Two Minutes To Midnight | Just Barely Breathing | -0.0256097 |
| Hercules | Red Hill Mining Town | -0.0258291 |
| Red Hill Mining Town | Hercules | -0.0258291 |
| The Rover | The Duellists | -0.0259534 |
| The Duellists | The Rover | -0.0259534 |
| Vide Infra | Bullet the Blue Sky | -0.0262548 |
| Bullet the Blue Sky | Vide Infra | -0.0262548 |
| Sick Again | Aces High | -0.0263289 |
| Aces High | Sick Again | -0.0263289 |
| Rime Of The Ancient Mariner | Two Minutes To Midnight | -0.0292012 |
| Two Minutes To Midnight | Rime Of The Ancient Mariner | -0.0292012 |
| The Rover | Hercules | -0.0308307 |
| Hercules | The Rover | -0.0308307 |
| Face To Face | Rime Of The Ancient Mariner | -0.0313147 |
| Rime Of The Ancient Mariner | Face To Face | -0.0313147 |
| Mona Lisas and Mad Hatters | Rime Of The Ancient Mariner | -0.0330403 |
| Rime Of The Ancient Mariner | Mona Lisas and Mad Hatters | -0.0330403 |
| I Still Haven’t Found What I’m Looking For | Rime Of The Ancient Mariner | -0.0362750 |
| Rime Of The Ancient Mariner | I Still Haven’t Found What I’m Looking For | -0.0362750 |
Well this is curious! We created a pairwise correlation plot using the igraph package and using the graph_from_data_frame function with our input dataset. We filtered our dataset to show only correlations stronger than 0.4
From this it appears only Elton John’s Mona Lisa and Mad Hatters and Led Zeppelin’s Down by the Seaside have a connection with a correlation greater than 0.4. Does this mean they are similar songs?
Interesting that no other songs had a high enough correlation in the pairwise calculation to be considered as “significant”.
e. Album similarity
Using the QDAP package we have access to a function called trans_venn(). Since we just observed pairwise correlations between songs, let’s take a look at similarity between albums, visualised as a venn diagram.
It appears U2’s The Joshua Tree is a versatile linking centroid in this venn diagram. Can the other albums realistically be “linked” together via The Joshua Tree?
f. Song dissimilarity (agreement between lyrics)
Just like the album similarity we calculated in the previous section, we can do something similar for songs. Still using the QDAP package, we can use the Dissimilarity() function. We can perform dissimilarity statistics, using the distance function to calculate dissimilarity statistics by grouping variables.
The Dissimilarity() function will return a matrix of dissimilarity values, which is the agreement between text, or song. We will plot this matrix as a dendogram and identify some potential clusters.
This dendogram offers us a very alternative view of how similar and different the individual songs in the collection are. We configured the dendogram to identify 14 clusters and illustrate the borders of these clusters with the coloured rectangles.
Curious how there is one large cluster in the middle, illustrated with the green rectangle.
a. Topic modelling: Structured Topic Modelling (STM)
Topic modelling is a method for unsupervised classification of documents, similar to clustering on numeric data, which finds natural groups of items even when we’re not sure what we’re looking for or what our target is.
Some questions for guiding this section are:
For this piece, we will use Structured Topic Modelling (STM) and make use of the packages quanteda and stm.
First step is to prepare our input dataset:
#Load the libraries
library(quanteda)
library(stm)
# Using our LineToken dataset from earlier, un-nest by single words
# Then we will remove stop words and filter out any more undesirable words
tidy_MusicLyrics <- lineToken %>%
unnest_tokens(word, text) %>%
anti_join(stop_words) # %>%
#filter(word != "")
# check the output from tidy_MusicLyrics and identify any further words to filter out above, rerun the above step if needed.
tidy_MusicLyrics %>%
count(word, sort = TRUE)
## # A tibble: 90 x 2
## word n
## <chr> <int>
## 1 time 49
## 2 faster 32
## 3 harder 32
## 4 stronger 32
## 5 ancient 25
## 6 mariner 25
## 7 rime 25
## 8 dying 23
## 9 foot 21
## 10 trampled 21
## # ... with 80 more rows
# Create a Quanteda DFM object, ready to use in the STM
MusicLyrics_dfm <- tidy_MusicLyrics %>%
count(CATMusicArtist, word, sort = TRUE) %>%
cast_dfm(CATMusicArtist, word, n)
One of the drawbacks of STM is the need to select the number of topics “K” to train the model with. Fortunately, the stm package comes with lots of functions and support for choosing an appropriate number of topics for the model.
With our DFM object prepared and ready, we can proceed to running the STM model with parameters init.type="Spectral" and k = 0. This will train the model, and the algorithm will use K = 0 to calculate the maximum number of topics itself. From here we can further analyse and refine how many topics would be appropriate to set K to.
The Spectral initialization uses a decomposition of the VxV word co-occurance matrix to identify “anchor” words, which are words that belong to only one topic and therefore identify that topic. The topic loadings of other words are then calculated based on these anchor words. This processes is deterministic, so that the same values are always reached with the same VxV matrix. The problem is that this process assumes that the VxV matrix is generated from the population of an infinite number of documents (or in our case, songs). Therefore, the process does not behave well with infrequent/rare words. The solution to this is to remove infrequent words, although we still need to be careful in situations where we don’t have a lot of documents, in our case we have 59 songs across 6 albums.
## Building corpus...
## Converting to Lower Case...
## Removing punctuation...
## Removing stopwords...
## Remove Custom Stopwords...
## Removing numbers...
## Stemming...
## Creating Output...
# Train the model with 0 clusters K defined. Lets observe how many Topics emerge:
STM_topic_model <- stm(MusicLyrics_dfm, K = 0, seed=12345, verbose = FALSE, init.type = "Spectral")
Training the model on K = 0 clusters identifies 32 topics. We can use labelTopics() to describe the common words associated with each of these 32 topics.
labelTopics(STM_topic_model)
## Topic 1 Top Words:
## Highest Prob: balance, temple, element, breathing, darkness, fixation, life
## FREX: balance, trip, bullet, sky, streets, mining, tree
## Lift: balance, temple, element, breathing, darkness, fixation, life
## Score: balance, temple, element, breathing, darkness, fixation, life
## Topic 2 Top Words:
## Highest Prob: barely, temple, element, breathing, darkness, fixation, life
## FREX: barely, trip, bullet, sky, streets, mining, tree
## Lift: barely, temple, element, breathing, darkness, fixation, life
## Score: barely, temple, element, breathing, darkness, fixation, life
## Topic 3 Top Words:
## Highest Prob: black, dying, trampled, kashmir, time, rover, flight
## FREX: black, dying, trampled, kashmir, time, rover, flight
## Lift: black, kashmir, trampled, dying, rover, flight, woman
## Score: black, dying, trampled, kashmir, rover, flight, woman
## Topic 4 Top Words:
## Highest Prob: blue, hill, mining, town, red, bullet, trip
## FREX: blue, hill, mining, town, red, bullet, trip
## Lift: blue, stand, found, tree, bullet, trip, sky
## Score: blue, hill, mining, town, red, bullet, trip
## Topic 5 Top Words:
## Highest Prob: broken, temple, element, breathing, darkness, fixation, life
## FREX: broken, trip, bullet, sky, streets, mining, tree
## Lift: broken, temple, element, breathing, darkness, fixation, life
## Score: broken, temple, element, breathing, darkness, fixation, life
## Topic 6 Top Words:
## Highest Prob: country, hill, town, mining, red, bullet, sky
## FREX: country, bullet, sky, streets, trip, tree, found
## Lift: country, hill, town, mining, red, bullet, sky
## Score: country, hill, town, mining, red, bullet, sky
## Topic 7 Top Words:
## Highest Prob: custard, dying, trampled, kashmir, rover, flight, woman
## FREX: custard, dying, trampled, kashmir, rover, time, flight
## Lift: custard, kashmir, trampled, dying, rover, flight, woman
## Score: custard, dying, trampled, kashmir, rover, flight, woman
## Topic 8 Top Words:
## Highest Prob: temple, days, element, breathing, darkness, fixation, life
## FREX: days, temple, element, breathing, darkness, fixation, life
## Lift: days, breathing, darkness, fixation, life, lifeless, revolution
## Score: days, temple, element, breathing, darkness, fixation, life
## Topic 9 Top Words:
## Highest Prob: disappeared, hill, mining, red, town, bullet, trip
## FREX: disappeared, hill, mining, red, town, bullet, trip
## Lift: disappeared, hill, mining, red, town, bullet, trip
## Score: disappeared, hill, mining, red, town, bullet, trip
## Topic 10 Top Words:
## Highest Prob: dramas, it’s, rocket, mona, salvation, amy, cat
## FREX: dramas, it’s, rocket, mona, salvation, amy, cat
## Lift: dramas, it’s, rocket, mona, salvation, amy, cat
## Score: dramas, it’s, rocket, mona, salvation, amy, cat
## Topic 11 Top Words:
## Highest Prob: exit, hill, mining, red, town, sky, streets
## FREX: exit, hill, mining, red, town, sky, streets
## Lift: exit, stand, found, tree, sky, streets, trip
## Score: exit, hill, mining, red, town, sky, streets
## Topic 12 Top Words:
## Highest Prob: foot, time, dying, trampled, kashmir, rover, flight
## FREX: foot, time, dying, trampled, kashmir, rover, flight
## Lift: foot, time, pie, boogie, stu, song, wanton
## Score: foot, time, dying, trampled, kashmir, rover, flight
## Topic 13 Top Words:
## Highest Prob: god's, hill, red, town, mining, bullet, trip
## FREX: god's, hill, red, town, mining, bullet, trip
## Lift: god's, stand, found, tree, bullet, trip, sky
## Score: god's, hill, red, town, mining, bullet, trip
## Topic 14 Top Words:
## Highest Prob: infra, temple, element, breathing, darkness, fixation, life
## FREX: infra, trip, bullet, sky, streets, mining, tree
## Lift: infra, temple, element, breathing, darkness, fixation, life
## Score: infra, temple, element, breathing, darkness, fixation, life
## Topic 15 Top Words:
## Highest Prob: inside, temple, element, breathing, darkness, fixation, life
## FREX: inside, trip, bullet, sky, streets, mining, tree
## Lift: inside, temple, element, breathing, darkness, fixation, life
## Score: inside, temple, element, breathing, darkness, fixation, life
## Topic 16 Top Words:
## Highest Prob: faster, harder, stronger, time, digital, kill, love
## FREX: faster, harder, stronger, digital, kill, love, time
## Lift: digital, kill, love, faster, harder, stronger, time
## Score: faster, harder, stronger, kill, time, digital, love
## Topic 17 Top Words:
## Highest Prob: light, dying, trampled, kashmir, time, rover, flight
## FREX: light, dying, trampled, kashmir, time, rover, flight
## Lift: light, kashmir, trampled, dying, rover, flight, woman
## Score: light, dying, trampled, kashmir, rover, flight, woman
## Topic 18 Top Words:
## Highest Prob: mad, rocket, it’s, amy, cat, hatters, hercules
## FREX: mad, rocket, it’s, amy, cat, hatters, hercules
## Lift: mad, amy, cat, hatters, hercules, honky, lisas
## Score: mad, rocket, it’s, amy, cat, hatters, hercules
## Topic 19 Top Words:
## Highest Prob: mellow, time, rocket, it’s, mona, salvation, amy
## FREX: mellow, time, mona, salvation, amy, cat, hatters
## Lift: mellow, time, mona, salvation, amy, cat, hatters
## Score: mellow, time, rocket, it’s, mona, salvation, amy
## Topic 20 Top Words:
## Highest Prob: mothers, hill, mining, town, red, bullet, sky
## FREX: mothers, hill, mining, town, red, bullet, sky
## Lift: mothers, hill, mining, town, red, bullet, sky
## Score: mothers, hill, mining, town, red, bullet, sky
## Topic 21 Top Words:
## Highest Prob: night, dying, trampled, kashmir, time, rover, flight
## FREX: night, dying, trampled, kashmir, time, rover, flight
## Lift: night, kashmir, trampled, dying, rover, flight, woman
## Score: night, dying, trampled, kashmir, rover, flight, woman
## Topic 22 Top Words:
## Highest Prob: temple, numbered, element, breathing, darkness, fixation, life
## FREX: numbered, temple, element, breathing, darkness, fixation, life
## Lift: numbered, breathing, darkness, fixation, life, lifeless, revolution
## Score: numbered, temple, element, breathing, darkness, fixation, life
## Topic 23 Top Words:
## Highest Prob: rise, temple, element, breathing, darkness, fixation, life
## FREX: rise, trip, sky, streets, bullet, mining, tree
## Lift: rise, temple, element, breathing, darkness, fixation, life
## Score: rise, temple, element, breathing, darkness, fixation, life
## Topic 24 Top Words:
## Highest Prob: running, hill, town, red, mining, sky, streets
## FREX: running, hill, town, red, mining, sky, streets
## Lift: running, hill, town, red, mining, sky, streets
## Score: running, hill, town, red, mining, sky, streets
## Topic 25 Top Words:
## Highest Prob: seaside, time, dying, trampled, kashmir, rover, flight
## FREX: seaside, dying, time, trampled, kashmir, rover, flight
## Lift: seaside, pie, boogie, stu, wanton, song, woman
## Score: seaside, dying, trampled, time, kashmir, rover, flight
## Topic 26 Top Words:
## Highest Prob: serenade, temple, element, breathing, darkness, fixation, life
## FREX: serenade, trip, bullet, sky, streets, mining, tree
## Lift: serenade, temple, element, breathing, darkness, fixation, life
## Score: serenade, temple, element, breathing, darkness, fixation, life
## Topic 27 Top Words:
## Highest Prob: sick, dying, trampled, time, kashmir, rover, flight
## FREX: sick, dying, trampled, time, kashmir, rover, flight
## Lift: sick, pie, boogie, stu, song, wanton, woman
## Score: sick, dying, trampled, kashmir, rover, time, flight
## Topic 28 Top Words:
## Highest Prob: slave, it’s, rocket, mona, salvation, amy, cat
## FREX: slave, it’s, rocket, mona, salvation, amy, cat
## Lift: slave, it’s, rocket, mona, salvation, amy, cat
## Score: slave, it’s, rocket, mona, salvation, amy, cat
## Topic 29 Top Words:
## Highest Prob: susie, it’s, rocket, mona, salvation, amy, cat
## FREX: susie, it’s, rocket, mona, salvation, amy, cat
## Lift: susie, it’s, rocket, mona, salvation, amy, cat
## Score: susie, it’s, rocket, mona, salvation, amy, cat
## Topic 30 Top Words:
## Highest Prob: ten, dying, trampled, kashmir, time, rover, flight
## FREX: ten, dying, trampled, kashmir, time, rover, flight
## Lift: ten, kashmir, trampled, dying, rover, flight, woman
## Score: ten, dying, trampled, kashmir, rover, flight, woman
## Topic 31 Top Words:
## Highest Prob: ancient, mariner, rime, village, midnight, minutes, aces
## FREX: ancient, mariner, rime, village, midnight, minutes, aces
## Lift: aces, village, ancient, blade, duellists, flash, mariner
## Score: ancient, mariner, rime, village, midnight, minutes, aces
## Topic 32 Top Words:
## Highest Prob: wires, hill, mining, town, red, trip, sky
## FREX: wires, hill, mining, town, red, trip, sky
## Lift: wires, stand, found, tree, trip, sky, streets
## Score: wires, hill, mining, town, red, trip, sky
We can now use plot.STM() and observe how common each topic is:
stm::plot.STM(STM_topic_model,type = "summary", xlim = c(0, 0.1))
Exploring semantic coherence and exclusivity for each topic using the function stm::topicQuality():
## [1] -274.6426 -280.0723 -284.9488 -309.0505 -280.0723 -310.3935 -277.7341
## [8] -280.0723 -310.3935 -303.7534 -310.3935 -277.7341 -310.3935 -280.0723
## [15] -280.0723 -319.9913 -277.7341 -304.2346 -308.3448 -310.3935 -277.7341
## [22] -280.0723 -280.0723 -310.3935 -277.7341 -280.0723 -277.7341 -306.6729
## [29] -306.6729 -277.7341 -303.4867 -310.3935
## [1] 9.500000 9.500000 9.474528 9.353203 9.500000 9.500000 9.475682
## [8] 9.496062 9.500000 9.472222 9.353203 9.306970 9.353203 9.500000
## [15] 9.500000 9.380764 9.474528 9.474647 9.420263 9.500000 9.474528
## [22] 9.496062 9.500000 9.500000 9.281457 9.500000 9.281718 9.472209
## [29] 9.472209 9.474528 9.414610 9.353203
From our initial 32 identified topics we can begin to see some groups of topics emerging. Perhaps we can refine these 32 topics down to a smaller number of topics? Perhaps 6 is a more reasonable number of topics.
Let’s train our model on 6 topics, setting paramater to K = 6.
STM_topic_model <- stm(MusicLyrics_dfm, K = 6, seed=12345, verbose = FALSE, init.type = "Spectral")
We can now observe and visualise the output from our trained model across the 6 topics.
Using the beta matrix we can see which words contribute the most to each topic.
td_BetaMatrix <- tidy(STM_topic_model)
td_BetaMatrix %>%
group_by(topic) %>%
top_n(10, beta) %>%
ungroup() %>%
mutate(topic = paste0("Topic ", topic),
term = reorder(term, beta)) %>%
ggplot(aes(term, beta, fill = as.factor(topic))) +
geom_col(alpha = 0.8, show.legend = FALSE) +
facet_wrap(~ topic, scales = "free_y") +
coord_flip() +
#scale_x_reordered() +
labs(x = NULL, y = expression(beta),
title = "Beta Matrix: Highest word probabilities for each topic",
subtitle = "Different words are associated with different topics")
Our STM model also has another metric we can use and observe, the gamma matrix. This is the probability that each “document” is generated from each topic.
Questions we can observe here are:
td_GammaMatrix <- tidy(STM_topic_model, matrix = "gamma",
document_names = rownames(MusicLyrics_dfm))
ggplot(td_GammaMatrix, aes(gamma, fill = as.factor(topic))) +
geom_histogram(alpha = 0.8, show.legend = FALSE) +
facet_wrap(~ topic, ncol = 3) +
labs(title = "Gamma Matrix: Distribution of document probabilities for each topic",
subtitle = "Each topic is associated with exactly 1 story",
y = "Number of topics", x = expression(gamma))
From these results it seems each song is strongly associated with a single topic. This is an uncommon occurance as topic modeling doesn’t always work out this way. Remembering that we built a model with only a small number of “documents” and a small amout of “words”. This was still a good exercise in working with topic modelling and interpreting beta and gamma results.
Observing the results from the beta matrix, the topics, and music artist influences:
a. Findings
Returning to our guiding questions:
Can we make meaningful sense of the data? Yes! Across the selected 6 music albums and 59 individual songs we identified:
Is it safe to say that this collection of songs is an example of an ecclectic collection? Perhaps. Although, reality suggests that humans can find a way of proving and dis-proving similarity using a variety of configurable techniques.
b. Learnings, gotchas, traps for young players
Two key lessons I picked up on preparing this analysis:
Text Mining, NLP, Sentiment Analysis and Topic Modelling are all large subjects to cover in their own right. One can easily go into great detail and depth on each of these subjects. This analysis was really touching the surface of these subjects. The downside of going into depth and detail is one must factor in more research, analysis and development time, but then circle back to the big questions, “what is the purpose of this analysis”, “what is the problem we are trying to solve and why does it matter?”.
Consider, very carefully, the technical & narrative flow of the analysis for the reader’s (and developer’s) benefit. This analysis intended to start with the simple data clean up and descriptive stats then progress to more intermediate and advanced techniques, building with the “lego blocks” of data and constructs along the way.
c. Where to next & part 2
There were a few elements in this analysis we could unpack further, such as:
Given this analysis is all about music, we only covered one aspect in this analysis, the lyrical constructs. To make this a more holistic analysis, we will consider the audio components of music for a subsequent analysis.
We’d love to receive your thoughts, queries and feedback on this analysis. Please feel free to reach out to Bree at bree_mclennan@outlook.com.
Thanks for connecting and reading!
Bree.
Many hours have been spent researching approaches for designing and writing this analysis. Here’s some items we’d like to share:
Inspirations for this piece
Text mining, NLP and Machine Learning with Music Lyrics
Prince analysis - NLP Prince analysis - Sentments The Ramones Rick and Morty 50 Years of Pop Music Lyrics Radiohead & Using the Spotify API Alternative sentiment analysis: Using the “gloom” index to find depressing songs Alternative visualisations: Visualising songs as matrix structures and find repetitions